A tutorial on modeling and analysis of dynamic social networks. Part II

Recent years have witnessed a significant trend towards filling the gap between Social Network Analysis (SNA) and control theory. This trend was enabled by the introduction of new mathematical models describing dynamics of social groups, the development of algorithms and software for data analysis a...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:Annual reviews in control Ročník 45; s. 166 - 190
Hlavní autoři: Proskurnikov, Anton V., Tempo, Roberto
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Ltd 2018
Témata:
ISSN:1367-5788
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract Recent years have witnessed a significant trend towards filling the gap between Social Network Analysis (SNA) and control theory. This trend was enabled by the introduction of new mathematical models describing dynamics of social groups, the development of algorithms and software for data analysis and the tremendous progress in understanding complex networks and multi-agent systems (MAS) dynamics. The aim of this tutorial is to highlight a novel chapter of control theory, dealing with dynamic models of social networks and processes over them, to the attention of the broad research community. In its first part (Proskurnikov & Tempo, 2017), we have considered the most classical models of social dynamics, which have anticipated and to a great extent inspired the recent extensive studies on MAS and complex networks. This paper is the second part of the tutorial, and it is focused on more recent models of social processes that have been developed concurrently with MAS theory. Future perspectives of control in social and techno-social systems are also discussed.
AbstractList Recent years have witnessed a significant trend towards filling the gap between Social Network Analysis (SNA) and control theory. This trend was enabled by the introduction of new mathematical models describing dynamics of social groups, the development of algorithms and software for data analysis and the tremendous progress in understanding complex networks and multi-agent systems (MAS) dynamics. The aim of this tutorial is to highlight a novel chapter of control theory, dealing with dynamic models of social networks and processes over them, to the attention of the broad research community. In its first part (Proskurnikov & Tempo, 2017), we have considered the most classical models of social dynamics, which have anticipated and to a great extent inspired the recent extensive studies on MAS and complex networks. This paper is the second part of the tutorial, and it is focused on more recent models of social processes that have been developed concurrently with MAS theory. Future perspectives of control in social and techno-social systems are also discussed.
Author Proskurnikov, Anton V.
Tempo, Roberto
Author_xml – sequence: 1
  givenname: Anton V.
  orcidid: 0000-0001-6556-522X
  surname: Proskurnikov
  fullname: Proskurnikov, Anton V.
  email: anton.p.1982@ieee.org
  organization: Delft Center for Systems and Control, Delft University of Technology, Delft, The Netherlands
– sequence: 2
  givenname: Roberto
  surname: Tempo
  fullname: Tempo, Roberto
  organization: CNR-IEIIT, Politecnico di Torino, Torino, Italy
BookMark eNqNkL1OwzAUhT0UibbwDPgFEq7j_A4MVQWlUiUYYLYc-xq5pDayDahvT6IiBhYYrs5yvyOdb0Fmzjsk5IpBzoDV1_tcBuVdCn7IC2BtDjwHqGZkznjdZFXTtudkEeMeAIqCVXOyWdH0nnywcqDe0YPXOFj3QqXT48nhGG2k3lB9dPJgFY1eTa8O06cPrzGnjzIkut1ekDMjh4iX37kkz3e3T-v7bPew2a5Xu0yVHFJWl1CapgQ0yui6YB2yBuueaeBQdlj2teqLjmNRVZ3ppKmYwlI1VcvQaMMUX5KbU68KPsaARiibZLLTaGkHwUBMJsRe_JgQkwkBXIwmRr75xb8Fe5Dh-A9ydSJxnPdhMYioLDqF2gZUSWhv_-z4AsLSgzg
CitedBy_id crossref_primary_10_1016_j_automatica_2023_111302
crossref_primary_10_1109_TCNS_2022_3219766
crossref_primary_10_1016_j_automatica_2023_111026
crossref_primary_10_1109_TII_2020_2989729
crossref_primary_10_1016_j_jfranklin_2022_04_039
crossref_primary_10_1145_3332168
crossref_primary_10_1109_TSMC_2023_3320756
crossref_primary_10_1016_j_ifacol_2020_12_1252
crossref_primary_10_1137_18M1217681
crossref_primary_10_1109_TSP_2024_3419182
crossref_primary_10_1007_s13235_023_00543_6
crossref_primary_10_1109_ACCESS_2025_3537397
crossref_primary_10_1016_j_ins_2020_05_142
crossref_primary_10_1016_j_physa_2019_121900
crossref_primary_10_1109_TNNLS_2021_3054128
crossref_primary_10_1007_s11424_021_1193_y
crossref_primary_10_1109_TAC_2024_3376752
crossref_primary_10_1007_s00332_020_09634_9
crossref_primary_10_1109_TAC_2025_3528350
crossref_primary_10_1016_j_ifacol_2020_12_952
crossref_primary_10_1109_TCSII_2022_3214530
crossref_primary_10_1109_TCNS_2021_3105616
crossref_primary_10_1016_j_ifacol_2024_05_053
crossref_primary_10_1109_TSIPN_2020_3015283
crossref_primary_10_1137_19M1296628
crossref_primary_10_1109_TFUZZ_2020_2965864
crossref_primary_10_1134_S0005117919040015
crossref_primary_10_3390_math10162848
crossref_primary_10_1103_PhysRevResearch_4_023213
crossref_primary_10_1371_journal_pone_0303204
crossref_primary_10_1007_s10489_022_04368_5
crossref_primary_10_1109_TCSS_2020_3030840
crossref_primary_10_1016_j_physa_2025_130563
crossref_primary_10_1007_s10957_025_02729_x
crossref_primary_10_3390_math11234828
crossref_primary_10_1109_TAC_2023_3246425
crossref_primary_10_1109_TCNS_2025_3526720
crossref_primary_10_1109_LCSYS_2020_3010630
crossref_primary_10_1109_TAC_2023_3281980
crossref_primary_10_1109_JAS_2020_1003198
crossref_primary_10_1109_TCNS_2021_3050117
crossref_primary_10_1109_TCSI_2022_3151310
crossref_primary_10_1016_j_automatica_2021_109683
crossref_primary_10_1109_ACCESS_2019_2912354
crossref_primary_10_1016_j_ifacol_2020_12_2684
crossref_primary_10_1140_epjp_s13360_020_00541_2
crossref_primary_10_1109_TNSE_2019_2924921
crossref_primary_10_1109_TNSE_2023_3293233
crossref_primary_10_1016_j_ifacol_2025_07_058
crossref_primary_10_1016_j_ifacol_2020_12_1756
crossref_primary_10_1109_TSMC_2024_3370217
crossref_primary_10_1109_TCYB_2019_2939487
crossref_primary_10_1080_0022250X_2021_1956917
crossref_primary_10_1109_TCNS_2021_3085815
crossref_primary_10_1038_s41598_019_45076_4
crossref_primary_10_3390_computers12090178
crossref_primary_10_1134_S0965542524700155
crossref_primary_10_1109_TAC_2020_3030849
crossref_primary_10_1016_j_amc_2024_128976
crossref_primary_10_1016_j_osnem_2018_03_001
crossref_primary_10_1016_j_cam_2020_112996
crossref_primary_10_1109_TSMC_2023_3268758
crossref_primary_10_1109_TCSS_2019_2962273
crossref_primary_10_1016_j_ifacol_2020_12_975
crossref_primary_10_1109_TCYB_2019_2939929
crossref_primary_10_1049_cds2_12118
crossref_primary_10_1016_j_sysconle_2019_104604
crossref_primary_10_14232_actacyb_291870
crossref_primary_10_1038_s41598_022_17348_z
crossref_primary_10_1109_LCSYS_2020_2974822
crossref_primary_10_1080_0022250X_2020_1835894
crossref_primary_10_1109_TAC_2024_3442952
crossref_primary_10_1109_TAC_2020_2994897
crossref_primary_10_1016_j_arcontrol_2020_04_014
crossref_primary_10_1016_j_neucom_2021_10_019
crossref_primary_10_1109_TCNS_2021_3088790
crossref_primary_10_1016_j_automatica_2021_110138
crossref_primary_10_1038_s41598_023_46789_3
crossref_primary_10_1007_s11225_024_10126_0
crossref_primary_10_1016_j_automatica_2019_05_059
crossref_primary_10_1016_j_automatica_2024_111627
crossref_primary_10_1016_j_physa_2021_125902
crossref_primary_10_1109_LCSYS_2024_3408408
crossref_primary_10_1111_inr_12542
crossref_primary_10_1137_20M1341088
crossref_primary_10_1016_j_sysconle_2023_105642
crossref_primary_10_1080_0022250X_2022_2124246
crossref_primary_10_1109_JAS_2022_105680
crossref_primary_10_1016_j_ifacol_2022_07_274
crossref_primary_10_3390_g13030035
crossref_primary_10_1109_TAC_2023_3241829
crossref_primary_10_1109_MCS_2021_3092810
crossref_primary_10_1016_j_automatica_2025_112272
crossref_primary_10_1016_j_physa_2022_127095
crossref_primary_10_1145_3385730
crossref_primary_10_1109_TCSS_2024_3364611
crossref_primary_10_1016_j_physa_2025_130679
crossref_primary_10_1016_j_physd_2020_132336
crossref_primary_10_1109_TNNLS_2020_3016946
crossref_primary_10_1016_j_automatica_2022_110644
crossref_primary_10_1016_j_ejcon_2024_101036
crossref_primary_10_1016_j_physleta_2018_11_033
crossref_primary_10_1109_TNSE_2024_3363168
crossref_primary_10_1007_s10849_024_09422_8
crossref_primary_10_1109_TNSE_2019_2894565
crossref_primary_10_1016_j_ifacol_2023_10_1899
crossref_primary_10_1080_0022250X_2024_2340134
crossref_primary_10_1109_TCYB_2021_3119341
crossref_primary_10_1088_1361_6544_add3ae
crossref_primary_10_1109_TCNS_2022_3163665
crossref_primary_10_1016_j_ifacol_2020_12_235
crossref_primary_10_1155_2018_8702152
crossref_primary_10_1109_TAC_2019_2961998
crossref_primary_10_1016_j_cdnut_2025_107509
crossref_primary_10_1109_TCNS_2022_3163670
crossref_primary_10_1016_j_ejcon_2022_100674
crossref_primary_10_1109_TSIPN_2024_3361373
crossref_primary_10_1007_s10957_025_02673_w
crossref_primary_10_1016_j_ifacol_2020_12_1504
crossref_primary_10_1109_TCNS_2024_3510590
crossref_primary_10_1109_TAC_2019_2937759
crossref_primary_10_1002_rnc_5573
crossref_primary_10_1016_j_jfranklin_2024_107313
crossref_primary_10_3390_g11040065
crossref_primary_10_1038_s41598_018_37847_2
crossref_primary_10_1016_j_chaos_2024_114728
crossref_primary_10_1109_TSMC_2022_3154757
crossref_primary_10_1002_tee_23952
crossref_primary_10_1103_PhysRevE_104_014309
crossref_primary_10_1016_j_amc_2019_124667
crossref_primary_10_1016_j_inffus_2024_102259
crossref_primary_10_1016_j_automatica_2024_111840
crossref_primary_10_1109_TNSE_2022_3229770
crossref_primary_10_1016_j_neucom_2023_126857
crossref_primary_10_1016_j_jocs_2022_101667
crossref_primary_10_1109_TCNS_2021_3068365
crossref_primary_10_1016_j_automatica_2022_110839
crossref_primary_10_1063_5_0226054
crossref_primary_10_1108_IJCS_02_2021_0003
crossref_primary_10_1134_S0005117922050071
crossref_primary_10_1016_j_chaos_2025_117034
crossref_primary_10_1109_TCNS_2020_3034531
crossref_primary_10_1109_TAC_2023_3290771
crossref_primary_10_1109_TSMC_2021_3049149
crossref_primary_10_3390_a18060308
crossref_primary_10_1016_j_automatica_2024_111711
crossref_primary_10_1093_imamat_hxab044
crossref_primary_10_1109_TAC_2024_3462551
crossref_primary_10_1109_LCSYS_2024_3479275
crossref_primary_10_1088_1742_6596_1740_1_012040
crossref_primary_10_1016_j_arcontrol_2023_04_001
crossref_primary_10_1109_TCSS_2024_3404236
crossref_primary_10_1109_TAC_2020_2994284
crossref_primary_10_3389_frobt_2022_865414
crossref_primary_10_1109_TCNS_2023_3332780
crossref_primary_10_1134_S2070048220020088
crossref_primary_10_1016_j_automatica_2020_108825
crossref_primary_10_1109_LCSYS_2019_2910296
crossref_primary_10_1109_TAC_2021_3052485
crossref_primary_10_1007_s11432_019_9890_5
crossref_primary_10_1080_0022250X_2018_1531398
crossref_primary_10_1038_s41598_022_09468_3
crossref_primary_10_1007_s11063_025_11717_1
crossref_primary_10_1017_nws_2024_14
Cites_doi 10.18564/jasss.2967
10.1137/110841308
10.1080/00223980.1946.9917275
10.1109/TAC.2017.2700523
10.1109/TAC.2007.895842
10.1073/pnas.1217220110
10.1016/0022-1031(67)90001-7
10.1140/epjb/e2004-00126-9
10.1016/j.cor.2015.07.022
10.1177/001872676702000206
10.1109/JPROC.2010.2052531
10.1177/0003122411428153
10.1007/s00498-006-0006-0
10.1080/03637750500111815
10.1109/TAC.2010.2095315
10.1109/TAC.2017.2742139
10.1137/120901866
10.1016/j.mathsocsci.2010.03.001
10.1109/TAC.2012.2203214
10.1142/9789812811578_0005
10.1007/BF02288554
10.1080/10236190903443129
10.1016/S0362-546X(01)00574-0
10.1093/jigpal/jzp059
10.1371/journal.pcbi.1000959
10.1137/120882640
10.1016/j.cnsns.2013.10.009
10.1093/biomet/60.3.581
10.1109/TCNS.2014.2378915
10.3366/E1742360009000616
10.1080/17513758.2016.1245790
10.1109/TAC.2011.2107130
10.18564/jasss.3377
10.1137/100791671
10.3934/nhm.2015.10.477
10.1214/10-AAP739
10.1007/s10588-008-9019-1
10.1109/TAC.2011.2161052
10.1109/TAC.2012.2224251
10.1103/PhysRevE.72.036121
10.1177/001872674700100103
10.1016/j.arcontrol.2017.04.001
10.1016/j.physleta.2014.04.070
10.1007/s10796-014-9483-8
10.1109/TAC.2016.2554280
10.1371/journal.pone.0164323
10.1016/S0960-0779(04)00463-1
10.1214/aop/1176993438
10.1086/286389
10.1016/j.inffus.2017.11.009
10.1111/j.2044-8317.1971.tb00470.x
10.1080/10236198.2015.1115486
10.1016/0016-0032(74)90126-4
10.1109/TAC.2015.2471655
10.1016/j.cnsns.2014.03.033
10.4153/CMB-1972-081-0
10.1140/epjb/e2013-40777-7
10.1109/MCS.2014.2308672
10.1007/s11424-015-3240-z
10.1016/j.automatica.2016.06.022
10.1109/TCNS.2017.2781367
10.1080/0022250X.2010.532261
10.1142/S0129183105008126
10.1109/JSAC.2013.130609
10.1177/000312240707200507
10.1145/1008328.1008329
10.1137/060657005
10.1063/1.4829631
10.1108/03684929510089321
10.1016/j.jde.2014.08.005
10.1007/s13235-010-0004-1
10.1109/TAC.2016.2613905
10.1016/j.ifacol.2017.08.1426
10.1080/01621459.1974.10480137
10.1109/MCS.2015.2406655
10.1002/cplx.20295
10.1371/journal.pone.0099557
10.1016/j.automatica.2017.07.065
10.1007/s10955-014-1140-6
10.1016/0095-8956(87)90026-8
10.1109/MCSE.2007.85
10.1137/100793177
10.1016/j.physa.2013.07.014
10.1109/TAC.2015.2394954
10.1109/JSAC.2013.SUP.0513052
10.1093/restud/rdr004
10.1109/TSP.2009.2016247
10.1016/j.physa.2005.01.054
10.1126/science.aad2602
10.1002/net.3230180406
10.1109/JPROC.2006.887293
10.1109/TNSE.2016.2600058
10.1137/130913250
10.1155/2015/753102
10.1016/j.automatica.2017.08.008
10.1016/j.cnsns.2015.09.010
10.1109/TAC.2009.2034054
10.1016/0012-365X(72)90001-5
10.1016/j.arcontrol.2017.03.002
10.1287/opre.2015.1448
10.1137/16M1083268
10.1137/S003614450342480
10.1016/j.physa.2005.02.086
10.1090/S0002-9939-1963-0154756-3
10.1287/moor.1120.0570
10.1016/j.physa.2015.12.107
10.1109/JSTSP.2014.2309945
10.1145/2538508
10.1371/journal.pone.0157948
10.1016/j.ejcon.2015.04.002
10.1109/TCNS.2014.2367571
10.2307/3213262
10.1080/00222500902718239
10.1209/0295-5075/95/58006
10.1073/pnas.1517441113
10.1109/TAC.2004.841888
10.1016/j.ifacol.2017.08.1424
10.1137/11082751X
10.1109/TAC.2016.2604373
10.1016/j.physa.2011.03.037
10.1109/TAC.2010.2042984
10.1109/TAC.2015.2396643
10.1007/BF01531062
10.1214/aop/1176996306
10.1002/asjc.838
10.1088/1367-2630/17/3/033031
10.1109/TAC.2016.2644266
10.1016/j.automatica.2017.12.028
10.1017/S0305004100033399
10.1109/TAC.2005.864190
10.4018/jkss.2011100106
10.1109/TAC.2006.878783
10.1109/JSAC.2013.130608
10.1109/TAC.2014.2343371
10.1103/PhysRevLett.75.1226
10.1109/TAC.2010.2044274
10.1016/j.automatica.2013.06.007
10.1016/j.automatica.2013.11.031
10.1109/TAC.2008.929387
10.1016/j.inffus.2016.03.001
10.18564/jasss.3111
10.1017/S0263574714000320
10.1126/science.aag2624
10.1142/S0129183100000936
10.1371/journal.pone.0157685
10.1137/130934040
10.1086/226707
10.1016/S0065-2601(08)60341-X
10.1145/2380656.2380679
10.1137/16M1083402
10.1371/journal.pone.0038135
10.1177/000312240306800302
10.1142/S0219525900000078
10.1142/S0129183107011789
10.1109/TIT.2006.874516
10.1016/j.ifacol.2017.08.1438
10.1134/S0005117916100015
10.1098/rsfs.2012.0030
10.1109/TCNS.2015.2437528
10.1016/j.physa.2014.10.089
10.1307/mmj/1028989917
10.1109/JPROC.2011.2159689
10.1016/j.sysconle.2014.01.006
10.1137/050626405
10.1007/s10742-008-0041-z
10.1109/TAC.2015.2506262
10.1109/TAC.2010.2091174
10.1109/TAC.2016.2528539
10.1109/TAC.2005.858670
10.1016/j.physd.2006.09.028
10.1016/j.physa.2014.10.045
10.1145/37402.37406
10.1007/s00454-014-9657-7
10.1016/j.automatica.2013.01.001
10.1109/TCYB.2014.2354519
10.1137/060657029
10.1109/TAC.2008.917743
10.1109/TAC.2014.2304369
10.1108/03684920610653683
10.1103/RevModPhys.81.591
10.1073/pnas.1710603114
10.18564/jasss.3419
10.1007/s10955-017-1718-x
10.1142/S0129183106009850
10.1073/pnas.1109521108
10.1109/JSAC.2008.080506
10.1137/130943923
10.1109/TAC.2009.2031211
10.1109/TAC.2007.895948
10.1016/S0378-8733(02)00019-9
10.1137/090766188
10.1146/annurev.soc.27.1.415
10.1016/j.physa.2004.06.102
10.1177/0022002797041002001
10.1038/35065725
10.1007/s10955-012-0635-2
10.1037/h0055425
10.18564/jasss.3220
10.1073/pnas.1013213108
10.1063/1.4998736
10.1002/cplx.10031
ContentType Journal Article
Copyright 2018 Elsevier Ltd
Copyright_xml – notice: 2018 Elsevier Ltd
DBID AAYXX
CITATION
DOI 10.1016/j.arcontrol.2018.03.005
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
EndPage 190
ExternalDocumentID 10_1016_j_arcontrol_2018_03_005
S1367578818300142
GrantInformation_xml – fundername: Russian Science Foundation
  grantid: 14-29-00142
  funderid: https://doi.org/10.13039/501100006769
GroupedDBID --K
--M
.DC
.~1
0R~
1B1
1~.
1~5
23M
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
ABMAC
ABXDB
ABYKQ
ACDAQ
ACGFS
ACNNM
ACRLP
ADBBV
ADEZE
ADMUD
ADTZH
AEBSH
AECPX
AEKER
AENEX
AFKWA
AFTJW
AGHFR
AGUBO
AGYEJ
AHJVU
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
ASPBG
AVWKF
AXJTR
AZFZN
BJAXD
BKOJK
BLXMC
CS3
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FGOYB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
HZ~
IHE
J1W
JJJVA
KOM
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
R2-
RIG
ROL
RPZ
SDF
SDG
SDP
SES
SEW
SPC
SPCBC
SST
SSZ
T5K
T9H
UHS
XPP
~G-
9DU
AATTM
AAXKI
AAYWO
AAYXX
ABJNI
ABWVN
ACLOT
ACRPL
ACVFH
ADCNI
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
CITATION
EFKBS
~HD
ID FETCH-LOGICAL-c430t-6404f740efcfd6219e17e6b1d03049e4b6cb293e2559f9af51ce4c7581efdf1c3
ISICitedReferencesCount 222
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000437957800011&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1367-5788
IngestDate Sat Nov 29 07:02:10 EST 2025
Tue Nov 18 21:40:51 EST 2025
Fri Feb 23 02:46:50 EST 2024
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords Social network
Opinion dynamics
Distributed algorithms
Multi-agent systems
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c430t-6404f740efcfd6219e17e6b1d03049e4b6cb293e2559f9af51ce4c7581efdf1c3
ORCID 0000-0001-6556-522X
OpenAccessLink https://www.sciencedirect.com/science/article/pii/S1367578818300142
PageCount 25
ParticipantIDs crossref_citationtrail_10_1016_j_arcontrol_2018_03_005
crossref_primary_10_1016_j_arcontrol_2018_03_005
elsevier_sciencedirect_doi_10_1016_j_arcontrol_2018_03_005
PublicationCentury 2000
PublicationDate 2018
2018-00-00
PublicationDateYYYYMMDD 2018-01-01
PublicationDate_xml – year: 2018
  text: 2018
PublicationDecade 2010
PublicationTitle Annual reviews in control
PublicationYear 2018
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Olfati-Saber, Fax, Murray (bib0196) 2007; 95
Bhattacharyya, Braverman, Chazelle, Nguyen (bib0027) 2013
Hendrickx, Tsitsiklis (bib0124) 2013; 58
Lewin (bib0151) 1947; 1
Proskurnikov, Matveev (bib0215) 2015; 45
(bib0233) 2011
Abelson (bib0003) 1967
Dong, Zhan, Kou, Ding, Liang (bib0077) 2018; 43
Song, Chen, Ho (bib0245) 2011; 56
Tijdeman (bib0257) 1971; 19
Samaniego, Giordano, Blanchini, Franco (bib0234) 2017; 11
Rashevsky (bib0221) 1935; 2
Abrica-Jacinto, Kurmyshev, Juárez (bib0005) 2017; 20
Hatano, Mesbahi (bib0114) 2005; 50
(bib0142) 2015
Chazelle (bib0048) 2011; 49
Hajnal, Milner, Szemerédi (bib0106) 1972; 15
Jacquez (bib0138) 1985
Boyd, Ghosh, Prabhakar, Shah (bib0033) 2006; 52
Iervolino, Tangredi, Vasca (bib0133) 2016
Lin, Francis, Maggiore (bib0155) 2007; 46
Abelson, Miller (bib0004) 1967; 3
Liu, Anderson, Cao, Morse (bib0156) 2013; 49
Pache (bib0199) 2013; 18
Shi, Johansson, Johansson (bib0241) 2013; 31
Van Mieghem (bib0265) 2006
Shi, Johansson (bib0240) 2013; 31
Baccelli, Chatterjee, Vishwanath (bib0022) 2014
Allahverdyan, Galstyan (bib0009) 2014; 9
Cao, Morse, Anderson (bib0038) 2008; 53
Proskurnikov (bib0208) 2014; 16
Vande Kerckhove, Martin, Gend, Rentfrow, Hendrickx, Blondel (bib0266) 2016; 11
Fläche, Macy (bib0089) 2011; 35
Liu, Chen, Basar, Belabbas (bib0157) 2017; 62
Motsch, Tadmor (bib0188) 2013; 56
Baker, Shostak (bib0025) 1972; 2
Kurmyshev, Juárez, Gonzalez-Silva (bib0148) 2011; 390
Childress, Friedkin (bib0056) 2012; 77
Parsegov, Proskurnikov, Tempo, Friedkin (bib0203) 2017; 62
Harary, Schwenk (bib0112) 1974; 297
Rashevsky (bib0222) 1938
Tahbaz-Salehi, Jadbabaie (bib0252) 2008; 53
French Jr. (bib0095) 1956; 63
Ravazzi, Frasca, Tempo, Ishii (bib0225) 2015; 2
Touri (bib0258) 2011
Mark (bib0165) 2003; 68
Dimakis, Kar, Moura, Rabbat, Scaglione (bib0074) 2010; 98
Chatterjee, Seneta (bib0047) 1977; 14
Ishii, Tempo (bib0135) 2014; 34
Proskurnikov, Tempo, Cao, Friedkin (bib0219) 2017; 50
Parsegov, Proskurnikov, Tempo, Friedkin (bib0202) 2015
Arnaboldi, Passarella, Conti, Dunbar (bib0019) 2015
Abelson (bib0002) 1964
Noorazar, Sottile, Vixie (bib0194) 2016
Reynolds (bib0229) 1987; 21
Hendrickx (bib0122) 2014
Strogatz (bib0248) 2001; 410
Martinsson (bib0168) 2016; 22
Lorenz (bib0160) 2006; 9
Varshney (bib0267) 2014; 8
Frasca, Ishii, Ravazzi, Tempo (bib0092) 2015; 24
Li, Scaglione, Swami, Zhao (bib0152) 2013; 31
Castellano, Fortunato, Loreto (bib0043) 2009; 81
Friedkin, Bullo (bib0097) 2017; 114
Herrera, Cosenza, Tucci, González-Avella (bib0126) 2011; 95
Romanczuk, Schimansky-Geier (bib0230) 2012; 2
Proskurnikov, Cao (bib0213) 2017
Halpern (bib0108) 1991; 4
Xia, Cao, Johansson (bib0285) 2016; 3
Altafini (bib0010) 2012; 7
Bullo, Cortes, Martinez (bib0036) 2009
(bib0190) 2003
Marvel, Kleinberg, Kleinberg, Strogatz (bib0169) 2011; 108
Meng, Du, Jia (bib0177) 2016; 61
Nedić, Touri (bib0191) 2012
Moreno (bib0187) 1951
Peres, Schlag, Solomyak (bib0204) 2000
Masuda (bib0171) 2015; 17
Chazelle (bib0050) 2015; 158
Chazelle (bib0049) 2012; 55
Acemoglu, Como, Fagnani, Ozdaglar (bib0006) 2013; 38
Altafini, Lini (bib0013) 2015; 60
Aysal, Yildiz, Sarwate, Scaglione (bib0021) 2009; 57
Feliciani, Flache, Tolsma (bib0087) 2017; 20
Jia, Friedkin, Bullo (bib0139) 2016; 3
Como, Fagnani (bib0058) 2011; 21
Fu, Zhang, Li (bib0102) 2015; 419
Proskurnikov, Cao (bib0212) 2017; 85
Cao, Morse, Anderson (bib0039) 2008; 47
Converse (bib0059) 1964
Zhang, Hong (bib0297) 2013; 392
Chen, Liu, Belabbas, Xu, Başar (bib0055) 2017; 62
Blondel, Hendrickx, Tsitsiklis (bib0030) 2007
Altafini (bib0011) 2013; 58
Amblard, Deffuant (bib0014) 2004; 343
(bib0028) 2015
Frasca, Ravazzi, Tempo, Ishii (bib0093) 2013
Ishii, Tempo (bib0134) 2010; 55
Pineda, Buendía (bib0205) 2015; 420
Granovetter (bib0105) 1978; 83
Shi, Proutiere, Johansson, Baras, Johansson (bib0243) 2016; 64
Weidlich (bib0275) 1971; 24
Etesami, Başar, Nedić, Touri (bib0083) 2013
Schwartz (bib0235) 2010; 60
Freeman (bib0094) 2004
Hajnal (bib0107) 1958; 54
Knoke (bib0143) 1993
Antal, Krapivsky, Redner (bib0018) 2006; 224
Coyte, Schluter, Foster (bib0062) 2015; 350
Hołyst, Kacperski, Schweitzer (bib0128) 2001; 9
Zhang, Chen (bib0296) 2015; 28
Yang, Dimarogonas, Hu (bib0288) 2014; 50
Roozbehani, Megretski, Frazzoli (bib0231) 2008
Wolfowitz (bib0281) 1963; 15
Hendrickx, Olshevsky (bib0123) 2016; 54
Coulson, Steeves, Gharesifard, Touri (bib0060) 2015
Ceragioli, Frasca (bib0045) 2018; 56
Altafini (bib0012) 2014
Mäs, Flache, Helbing (bib0170) 2010; 6
Wiener (bib0280) 1954
Kulakowski (bib0146) 2007; 9
Moreau (bib0185) 2005; 50
Urbig, Lorenz, Herzberg (bib0263) 2008; 11
With contributions by J. Cortes, F. Dorfler, and S. Martinez.
O’Malley, Marsden (bib0198) 2008; 8
Ren, Beard (bib0227) 2008
Tanner, Jadbabaie, Pappas (bib0256) 2007; 52
Axelrod (bib0020) 1997; 41
McPherson, Smith-Lovin, Cook (bib0176) 2001; 27
Jabin, Motsch (bib0136) 2014; 257
Weisbuch, Deffuant, Amblard, Nadal (bib0279) 2002; 7
Weisbuch (bib0277) 2004; 38
Lazer (bib0150) 2011; 44
Proskurnikov, Cao (bib0211) 2016
Ravazzi, Tempo, Dabbene (bib0226) 2018
Xia, Shi, Meng, Cao, Johansson (bib0286) 2017
Friedkin, Jia, Bullo (bib0098) 2016; 3
Martin, Hendrickx (bib0166) 2016; 61
Yu, Chen, Cao, Lü, Zhang (bib0292) 2013; 23
Harary (bib0110) 1959
Flache, Mäs (bib0090) 2008; 14
Heider (bib0120) 1946; 21
(bib0137) 2008
Acemoglu, Dahleh, Lobel, Ozdaglar (bib0007) 2011; 78
Hegselmann, Krause (bib0117) 2006; 9
Meng, Shi, Johansson, Cao, Hong (bib0179) 2016; 73
Proskurnikov, Cao (bib0210) 2016
Wasserman, Faust (bib0271) 1994
Yildiz, Ozdaglar, Acemoglu, Saberi, Scaglione (bib0290) 2013; 1
Proskurnikov, Matveev, Cao (bib0216) 2014
Dandekar, Goel, Lee (bib0064) 2013; 110
Sorokin (bib0246) 1947
Zheng, Zeng, Wang (bib0300) 2015; 17
Touri, Nedić (bib0260) 2011; 56
Moreau (bib0184) 2004
Proskurnikov, Fradkov (bib0214) 2016; 77
Proskurnikov, Cao (bib0209) 2014
Lorenz (bib0161) 2007; 18
Meng, Meng, Hong (bib0178) 2018; 90
Annaswamy, Chai, Engell, Hara, Isaksson, Khargonekar (bib0016) 2017; 43
Abell, Ludwig (bib0001) 2009; 33
Knuth (bib0144) 1976
Hummon, Doreian (bib0131) 2003; 25
Tahbaz-Salehi, Jadbabaie (bib0253) 2010; 55
Kaplowitz, Fink (bib0141) 1992
Wedin, Hegarty (bib0274) 2015; 53
Baccelli, Chatterjee, Vishwanath (bib0023) 2017; 62
Pineda, Toral, Hernández-García (bib0206) 2013; 86
Tangredi, Iervolino, Vasca (bib0255) 2017; 50
Del Vicario, Bessi, Zollo, Petroni, Scala, Caldarelli (bib0070) 2016; 113
Friedkin, Proskurnikov, Tempo, Parsegov (bib0101) 2016; 354
Davis (bib0065) 1967; 20
Moreno (bib0186) 1934
Harary (bib0109) 1953; 2
Dittmer (bib0075) 2001; 47
Newman (bib0192) 2003; 45
Douven, Riegler (bib0078) 2009; 6
Watts (bib0272) 2003
Ceragioli, Lindmark, Veibäck, Wahlström, Lindfors, Altafini (bib0046) 2016
Shi, Proutiere, Johansson, Baras, Johansson (bib0242) 2015; 2
Martins (bib0167) 2013; 377
Sznajd-Weron, Sznajd (bib0251) 2000; 11
Etesami, Başar (bib0082) 2015; 60
Li, Duan, Chen, Huang (bib0153) 2010; 57
Mathias, Huet, Deffuant (bib0173) 2016; 19
Shiriaev (bib0244) 1996
Douven, Riegler (bib0079) 2010; 18
Hedetniemi, Hedetniemi, Liestman (bib0115) 1988; 18
Ren, Cao (bib0228) 2011
Facchetti, Iacono, Altafini (bib0084) 2011; 108
Angeli, Bliman (bib0015) 2006; 18
Kurahashi-Nakamura, Mäs, Lorenz (bib0147) 2016; 19
Touri, Nedić (bib0259) 2011
Blondel, Hendrickx, Tsitsiklis (bib0031) 2009; 54
Salzarulo (bib0232) 2006; 9
Valcher, Misra (bib0264) 2014; 66
Helbing (bib0121) 2010
Papachristodoulou, Jadbabaie, U.Münz (bib0200) 2010; 55
Ye, Liu, Anderson, Yu, Başar (bib0289) 2017; 50
Ceragioli, Frasca (bib0044) 2012; 13
Harary, Schwenk (bib0113) 1974; 19
Liang, Dong, Li (bib0154) 2016; 19
Wai, Scaglione, Leshem (bib0269) 2016; 2
Zaslavsky (bib0294) 1987; 43
Douven, Riegler (bib0080) 2010
(bib0034) 2008
Bailey (bib0024) 2006; 35
Malarz (bib0164) 2006; 17
Friedkin, Johnsen (bib0100) 2011
Olfati-Saber (bib0195) 2006; 51
You, Tempo, Qiu (bib0291) 2017; 62
Antal, Krapivsky, Redner (bib0017) 2005; 72
(bib0172) 2014
Chazelle, Wang (bib0052) 2017; 62
Jia, Mirtabatabaei, Friedkin, Bullo (bib0140) 2015; 57
Mirtabatabaei, Jia, Bullo (bib0181) 2014; 13
Friedkin, Johnsen (bib0099) 1999; 16
Mohajer, Touri (bib0182) 2013
Takács, Fläche, Mäs (bib0254) 2016; 11
Rashevsky (bib0223) 1939; 4
Deffuant (bib0066) 2006; 9
Proskurnikov (bib0207) 2013; 49
Dietrich, Martin, Jungers (bib0072) 2018
Weisbuch, Deffuant, Amblard (bib0278) 2005; 353
Festinger (bib0088) 1957
Hunter, Danes, Cohen (bib0132) 1984
Fortunato, Latora, Pluchino, Rapisarda (bib0091) 2005; 16
Zhao, Zhang, Tang, Kou (bib0299) 2016; 74
Proskurnikov, Zhang, Cao, Scherpen (bib0220) 2015
Chazelle (bib0051) 2015; 44
Bullo, F. (2016). Lectures on network systems. published online at
Chebotarev, Agaev (bib0053) 2014; 59
Wang, Li, Weinan, Chazelle (bib0270) 2017; 166
Kurz, Rambau (bib0149) 2011; 17
(bib0104) 2001
Newman, Barabasi, Watts (bib0193) 2006
Oliva, LaManna, Fagiolini, Setola (bib0197) 2015
Easley, Kleinberg (bib0081) 2010
Zakhar’eva, Matveev, Hoy, Savkin (bib0293) 2015; 33
Wu (bib0283) 2007
(bib0237) 2011
Friedkin (bib0096) 2015; 35
Münz, Papachristodoulou, Allgöwer (bib0189) 2011; 56
Cartwright, Harary (bib0042) 1956; 63
Cao, Morse, Anderson (bib0040) 2008; 47
Parravano, Andina-Díaz, Meléndez-Jiménez (bib0201) 2016; 11
Cox, Griffeath (bib0061) 1983; 11
DeGroot (bib0069) 1974; 69
Urbig (bib0262) 2003; 6
Su, Chen, Hong (bib0250) 2017; 85
Hovland, Janis, Kelley (bib0129) 1953
Lorenz (bib0162) 2010; 15
Xiong, Liu, Wang, Wang (bib0287) 2017; 27
Shi, Johansson (bib0239) 2013; 51
Weidlich (bib0276) 2005; 24
Dillard, Shen (bib0073) 2005; 72
Shang (bib0238) 2014; 19
Canuto, Fagnani, Tilli (bib0037) 2012; 50
Krause (bib0145) 2000
Carro, Toral, San Miguel (bib0041) 2013; 151
Deffuant, Neau, Amblard, Weisbuch (bib0068) 2002; 5
Macy, Kitts, Flache, Benard (bib0163) 2003
Matveev, Novinitsyn, Proskurnikov (bib0174) 2013
Liu, Mou, Morse, Anderson, Yu (bib0158) 2011; 99
Scott (bib0236) 2000
Zhai (bib0295) 2016; 33
Vicsek, Czirok, Ben-Jacob, Cohen, Shochet (bib0268) 1995; 75
Lorenz (bib0159) 2005; 353
Fagnani, Zampieri (bib0085) 2008; 26
Hendrickx, Martin (bib0125) 2017
Tupikina (bib0261) 2017
Hegselmann, Krause (bib0116) 2002; 5
Stamoulas, Rathinam (bib0247) 2015
Baldassarri, Bearman (bib0026) 2007; 72
Clifford, Sudbury (bib0057) 1973; 60
Blondel, Hendrickx, Tsitsiklis (bib0032) 2010; 48
(bib0071) 2003
Aysal (10.1016/j.arcontrol.2018.03.005_bib0021) 2009; 57
Hegselmann (10.1016/j.arcontrol.2018.03.005_bib0117) 2006; 9
Weidlich (10.1016/j.arcontrol.2018.03.005_bib0275) 1971; 24
Cartwright (10.1016/j.arcontrol.2018.03.005_bib0042) 1956; 63
Tahbaz-Salehi (10.1016/j.arcontrol.2018.03.005_bib0253) 2010; 55
Romanczuk (10.1016/j.arcontrol.2018.03.005_bib0230) 2012; 2
Moreno (10.1016/j.arcontrol.2018.03.005_bib0187) 1951
Friedkin (10.1016/j.arcontrol.2018.03.005_bib0099) 1999; 16
Mark (10.1016/j.arcontrol.2018.03.005_bib0165) 2003; 68
Kurahashi-Nakamura (10.1016/j.arcontrol.2018.03.005_bib0147) 2016; 19
Shi (10.1016/j.arcontrol.2018.03.005_bib0239) 2013; 51
Song (10.1016/j.arcontrol.2018.03.005_bib0245) 2011; 56
Friedkin (10.1016/j.arcontrol.2018.03.005_bib0101) 2016; 354
Dong (10.1016/j.arcontrol.2018.03.005_bib0077) 2018; 43
Malarz (10.1016/j.arcontrol.2018.03.005_bib0164) 2006; 17
Abell (10.1016/j.arcontrol.2018.03.005_bib0001) 2009; 33
Abelson (10.1016/j.arcontrol.2018.03.005_bib0004) 1967; 3
Como (10.1016/j.arcontrol.2018.03.005_bib0058) 2011; 21
Wai (10.1016/j.arcontrol.2018.03.005_bib0269) 2016; 2
Hatano (10.1016/j.arcontrol.2018.03.005_bib0114) 2005; 50
Lorenz (10.1016/j.arcontrol.2018.03.005_bib0160) 2006; 9
Chen (10.1016/j.arcontrol.2018.03.005_bib0054) 2016; 449
Altafini (10.1016/j.arcontrol.2018.03.005_bib0013) 2015; 60
Strogatz (10.1016/j.arcontrol.2018.03.005_bib0248) 2001; 410
Liu (10.1016/j.arcontrol.2018.03.005_bib0158) 2011; 99
Newman (10.1016/j.arcontrol.2018.03.005_bib0192) 2003; 45
Vande Kerckhove (10.1016/j.arcontrol.2018.03.005_bib0266) 2016; 11
Castellano (10.1016/j.arcontrol.2018.03.005_bib0043) 2009; 81
Rashevsky (10.1016/j.arcontrol.2018.03.005_bib0224) 1947
Lin (10.1016/j.arcontrol.2018.03.005_bib0155) 2007; 46
Van Mieghem (10.1016/j.arcontrol.2018.03.005_bib0265) 2006
Cao (10.1016/j.arcontrol.2018.03.005_bib0040) 2008; 47
Douven (10.1016/j.arcontrol.2018.03.005_bib0079) 2010; 18
Mathias (10.1016/j.arcontrol.2018.03.005_bib0173) 2016; 19
Helbing (10.1016/j.arcontrol.2018.03.005_bib0121) 2010
Sznajd-Weron (10.1016/j.arcontrol.2018.03.005_bib0251) 2000; 11
Wu (10.1016/j.arcontrol.2018.03.005_bib0282) 2006; 51
Altafini (10.1016/j.arcontrol.2018.03.005_bib0010) 2012; 7
Weisbuch (10.1016/j.arcontrol.2018.03.005_bib0278) 2005; 353
Fu (10.1016/j.arcontrol.2018.03.005_bib0102) 2015; 419
Dietrich (10.1016/j.arcontrol.2018.03.005_sbref0070) 2018
Mohajer (10.1016/j.arcontrol.2018.03.005_bib0182) 2013
Lorenz (10.1016/j.arcontrol.2018.03.005_bib0161) 2007; 18
Kurz (10.1016/j.arcontrol.2018.03.005_bib0149) 2011; 17
Hołyst (10.1016/j.arcontrol.2018.03.005_bib0128) 2001; 9
Yu (10.1016/j.arcontrol.2018.03.005_bib0292) 2013; 23
Boyd (10.1016/j.arcontrol.2018.03.005_bib0033) 2006; 52
Fan (10.1016/j.arcontrol.2018.03.005_bib0086) 2014; 19
Ceragioli (10.1016/j.arcontrol.2018.03.005_bib0045) 2018; 56
Martinsson (10.1016/j.arcontrol.2018.03.005_bib0168) 2016; 22
Moreau (10.1016/j.arcontrol.2018.03.005_bib0185) 2005; 50
Scott (10.1016/j.arcontrol.2018.03.005_bib0236) 2000
Zakhar’eva (10.1016/j.arcontrol.2018.03.005_bib0293) 2015; 33
Wolfowitz (10.1016/j.arcontrol.2018.03.005_bib0281) 1963; 15
Fagnani (10.1016/j.arcontrol.2018.03.005_bib0085) 2008; 26
Parsegov (10.1016/j.arcontrol.2018.03.005_bib0202) 2015
Ren (10.1016/j.arcontrol.2018.03.005_bib0227) 2008
Proskurnikov (10.1016/j.arcontrol.2018.03.005_bib0207) 2013; 49
Coyte (10.1016/j.arcontrol.2018.03.005_bib0062) 2015; 350
Kulakowski (10.1016/j.arcontrol.2018.03.005_bib0146) 2007; 9
Proskurnikov (10.1016/j.arcontrol.2018.03.005_bib0217) 2016; 61
Zheng (10.1016/j.arcontrol.2018.03.005_bib0300) 2015; 17
Heider (10.1016/j.arcontrol.2018.03.005_bib0119) 1944; 51
Hendrickx (10.1016/j.arcontrol.2018.03.005_bib0125) 2017
Chazelle (10.1016/j.arcontrol.2018.03.005_bib0052) 2017; 62
Facchetti (10.1016/j.arcontrol.2018.03.005_bib0084) 2011; 108
Deffuant (10.1016/j.arcontrol.2018.03.005_bib0068) 2002; 5
Oliva (10.1016/j.arcontrol.2018.03.005_bib0197) 2015
Kaplowitz (10.1016/j.arcontrol.2018.03.005_bib0141) 1992
Motsch (10.1016/j.arcontrol.2018.03.005_bib0188) 2013; 56
Liang (10.1016/j.arcontrol.2018.03.005_bib0154) 2016; 19
Masuda (10.1016/j.arcontrol.2018.03.005_bib0171) 2015; 17
Bullo (10.1016/j.arcontrol.2018.03.005_bib0036) 2009
(10.1016/j.arcontrol.2018.03.005_bib0233) 2011
McPherson (10.1016/j.arcontrol.2018.03.005_bib0176) 2001; 27
Blondel (10.1016/j.arcontrol.2018.03.005_bib0030) 2007
Chebotarev (10.1016/j.arcontrol.2018.03.005_bib0053) 2014; 59
Hunter (10.1016/j.arcontrol.2018.03.005_bib0132) 1984
Tupikina (10.1016/j.arcontrol.2018.03.005_sbref3201) 2017
Granovetter (10.1016/j.arcontrol.2018.03.005_bib0105) 1978; 83
Martins (10.1016/j.arcontrol.2018.03.005_bib0167) 2013; 377
Xia (10.1016/j.arcontrol.2018.03.005_bib0284) 2011; 2
Salzarulo (10.1016/j.arcontrol.2018.03.005_bib0232) 2006; 9
Shi (10.1016/j.arcontrol.2018.03.005_bib0241) 2013; 31
Tijdeman (10.1016/j.arcontrol.2018.03.005_bib0257) 1971; 19
Jabin (10.1016/j.arcontrol.2018.03.005_bib0136) 2014; 257
Converse (10.1016/j.arcontrol.2018.03.005_bib0059) 1964
Strogatz (10.1016/j.arcontrol.2018.03.005_bib0249) 2003
Knoke (10.1016/j.arcontrol.2018.03.005_bib0143) 1993
Rashevsky (10.1016/j.arcontrol.2018.03.005_bib0221) 1935; 2
Rashevsky (10.1016/j.arcontrol.2018.03.005_bib0222) 1938
You (10.1016/j.arcontrol.2018.03.005_bib0291) 2017; 62
Peres (10.1016/j.arcontrol.2018.03.005_bib0204) 2000
Watts (10.1016/j.arcontrol.2018.03.005_bib0272) 2003
Altafini (10.1016/j.arcontrol.2018.03.005_bib0012) 2014
Chazelle (10.1016/j.arcontrol.2018.03.005_bib0050) 2015; 158
Wu (10.1016/j.arcontrol.2018.03.005_bib0283) 2007
(10.1016/j.arcontrol.2018.03.005_bib0142) 2015
Hendrickx (10.1016/j.arcontrol.2018.03.005_bib0123) 2016; 54
Etesami (10.1016/j.arcontrol.2018.03.005_bib0082) 2015; 60
Chen (10.1016/j.arcontrol.2018.03.005_bib0055) 2017; 62
Wedin (10.1016/j.arcontrol.2018.03.005_bib0274) 2015; 53
(10.1016/j.arcontrol.2018.03.005_bib0137) 2008
Mirtabatabaei (10.1016/j.arcontrol.2018.03.005_bib0181) 2014; 13
Touri (10.1016/j.arcontrol.2018.03.005_bib0260) 2011; 56
Hegselmann (10.1016/j.arcontrol.2018.03.005_bib0116) 2002; 5
Harary (10.1016/j.arcontrol.2018.03.005_bib0109) 1953; 2
Li (10.1016/j.arcontrol.2018.03.005_bib0153) 2010; 57
Feliciani (10.1016/j.arcontrol.2018.03.005_bib0087) 2017; 20
Harary (10.1016/j.arcontrol.2018.03.005_bib0110) 1959
Shiriaev (10.1016/j.arcontrol.2018.03.005_bib0244) 1996
Hummon (10.1016/j.arcontrol.2018.03.005_bib0131) 2003; 25
Baker (10.1016/j.arcontrol.2018.03.005_bib0025) 1972; 2
Friedkin (10.1016/j.arcontrol.2018.03.005_bib0100) 2011
Amblard (10.1016/j.arcontrol.2018.03.005_bib0014) 2004; 343
Davis (10.1016/j.arcontrol.2018.03.005_bib0065) 1967; 20
Schwartz (10.1016/j.arcontrol.2018.03.005_bib0235) 2010; 60
Friedkin (10.1016/j.arcontrol.2018.03.005_bib0098) 2016; 3
Tahbaz-Salehi (10.1016/j.arcontrol.2018.03.005_bib0252) 2008; 53
Lorenz (10.1016/j.arcontrol.2018.03.005_bib0159) 2005; 353
Yildiz (10.1016/j.arcontrol.2018.03.005_sbref0284) 2013; 1
Proskurnikov (10.1016/j.arcontrol.2018.03.005_bib0210) 2016
Cox (10.1016/j.arcontrol.2018.03.005_bib0061) 1983; 11
Canuto (10.1016/j.arcontrol.2018.03.005_bib0037) 2012; 50
Acemoglu (10.1016/j.arcontrol.2018.03.005_bib0007) 2011; 78
Ye (10.1016/j.arcontrol.2018.03.005_bib0289) 2017; 50
Wiener (10.1016/j.arcontrol.2018.03.005_bib0280) 1954
Takács (10.1016/j.arcontrol.2018.03.005_bib0254) 2016; 11
Proskurnikov (10.1016/j.arcontrol.2018.03.005_bib0212) 2017; 85
Papachristodoulou (10.1016/j.arcontrol.2018.03.005_bib0200) 2010; 55
Shang (10.1016/j.arcontrol.2018.03.005_bib0238) 2014; 19
Maynard Smith (10.1016/j.arcontrol.2018.03.005_bib0175) 1982
(10.1016/j.arcontrol.2018.03.005_bib0172) 2014
Proskurnikov (10.1016/j.arcontrol.2018.03.005_sbref0217) 2015
Noorazar (10.1016/j.arcontrol.2018.03.005_sbref2201) 2016
Zhao (10.1016/j.arcontrol.2018.03.005_bib0299) 2016; 74
Hajnal (10.1016/j.arcontrol.2018.03.005_bib0107) 1958; 54
Herrera (10.1016/j.arcontrol.2018.03.005_bib0126) 2011; 95
Parravano (10.1016/j.arcontrol.2018.03.005_bib0201) 2016; 11
Rashevsky (10.1016/j.arcontrol.2018.03.005_bib0223) 1939; 4
(10.1016/j.arcontrol.2018.03.005_bib0028) 2015
Roozbehani (10.1016/j.arcontrol.2018.03.005_bib0231) 2008
Ishii (10.1016/j.arcontrol.2018.03.005_bib0134) 2010; 55
Friedkin (10.1016/j.arcontrol.2018.03.005_bib0096) 2015; 35
Martin (10.1016/j.arcontrol.2018.03.005_bib0166) 2016; 61
Coulson (10.1016/j.arcontrol.2018.03.005_bib0060) 2015
Zhang (10.1016/j.arcontrol.2018.03.005_bib0298) 2017; 55
Jacquez (10.1016/j.arcontrol.2018.03.005_bib0138) 1985
Mirtabatabaei (10.1016/j.arcontrol.2018.03.005_bib0180) 2012; 50
Münz (10.1016/j.arcontrol.2018.03.005_bib0189) 2011; 56
(10.1016/j.arcontrol.2018.03.005_bib0034) 2008
Samaniego (10.1016/j.arcontrol.2018.03.005_bib0234) 2017; 11
Urbig (10.1016/j.arcontrol.2018.03.005_bib0263) 2008; 11
Yang (10.1016/j.arcontrol.2018.03.005_bib0288) 2014; 50
Antal (10.1016/j.arcontrol.2018.03.005_bib0018) 2006; 224
Dillard (10.1016/j.arcontrol.2018.03.005_bib0073) 2005; 72
Chatterjee (10.1016/j.arcontrol.2018.03.005_bib0047) 1977; 14
Proskurnikov (10.1016/j.arcontrol.2018.03.005_bib0215) 2015; 45
Weidlich (10.1016/j.arcontrol.2018.03.005_bib0276) 2005; 24
Dong (10.1016/j.arcontrol.2018.03.005_bib0076) 2016; 32
Proskurnikov (10.1016/j.arcontrol.2018.03.005_bib0208) 2014; 16
Shi (10.1016/j.arcontrol.2018.03.005_bib0243) 2016; 64
Arnaboldi (10.1016/j.arcontrol.2018.03.005_bib0019) 2015
Cucker (10.1016/j.arcontrol.2018.03.005_bib0063) 2007; 52
Touri (10.1016/j.arcontrol.2018.03.005_bib0258) 2011
Ravazzi (10.1016/j.arcontrol.2018.03.005_sbref0223) 2018
Allahverdyan (10.1016/j.arcontrol.2018.03.005_bib0009) 2014; 9
Hendrickx (10.1016/j.arcontrol.2018.03.005_bib0122) 2014
Olfati-Saber (10.1016/j.arcontrol.2018.03.005_bib0196) 2007; 95
French Jr. (10.1016/j.arcontrol.2018.03.005_bib0095) 1956; 63
Pache (10.1016/j.arcontrol.2018.03.005_bib0199) 2013; 18
Stamoulas (10.1016/j.arcontrol.2018.03.005_sbref4201) 2015
Abelson (10.1016/j.arcontrol.2018.03.005_bib0002) 1964
Clifford (10.1016/j.arcontrol.2018.03.005_bib0057) 1973; 60
Wedin (10.1016/j.arcontrol.2018.03.005_bib0273) 2015; 60
Fläche (10.1016/j.arcontrol.2018.03.005_bib0089) 2
References_xml – volume: 63
  start-page: 277
  year: 1956
  end-page: 293
  ident: bib0042
  article-title: Structural balance: A generalization of Heider’s theory
  publication-title: Physchology Review
– year: 1957
  ident: bib0088
  article-title: A theory of cognitive dissonance
– year: 2017
  ident: bib0261
  article-title: Dynamics on networks. Case of heterogeneous opinion status model
– volume: 108
  start-page: 20953
  year: 2011
  end-page: 20958
  ident: bib0084
  article-title: Computing global structural balance in large-scale signed social networks
  publication-title: PNAS
– reference: , With contributions by J. Cortes, F. Dorfler, and S. Martinez.
– start-page: 168
  year: 1959
  end-page: 182
  ident: bib0110
  article-title: A criterion for unanimity in French’s theory of social power
  publication-title: Studies in social power
– start-page: 849
  year: 2014
  end-page: 854
  ident: bib0209
  article-title: Opinion dynamics using Altafini’s model with a time-varying directed graph
  publication-title: Proceedings of ieee isic 2014 (part of ieee msc 2014)
– start-page: 2003
  year: 2017
  end-page: 2008
  ident: bib0213
  article-title: Modulus consensus in discrete-time signed networks and properties of special recurrent inequalities
  publication-title: Proc. of ieee conf. decision and control
– volume: 4
  start-page: 221
  year: 1939
  end-page: 239
  ident: bib0223
  article-title: Studies in mathematical theory of human relations
  publication-title: Psychometrika
– volume: 257
  start-page: 4165
  year: 2014
  end-page: 4187
  ident: bib0136
  article-title: Clustering and asymptotic behavior in opinion formation
  publication-title: Journal Differential Equations
– volume: 32
  start-page: 52
  year: 2016
  end-page: 61
  ident: bib0076
  article-title: Dynamics of linguistic opinion formation in bounded confidence model
  publication-title: Information Fusion
– year: 2003
  ident: bib0190
  publication-title: Control in an information rich world: Report of the panel on future directions in control, dynamics and systems
– volume: 27
  start-page: 083113
  year: 2017
  ident: bib0287
  article-title: Analysis and application of opinion model with multiple topic interactions
  publication-title: Chaos
– volume: 19
  start-page: 188
  year: 1971
  end-page: 192
  ident: bib0257
  article-title: On a telephone problem
  publication-title: Nieuw Archief voor Wiskunde
– volume: 59
  start-page: 2475
  year: 2014
  end-page: 2479
  ident: bib0053
  article-title: The forest consensus theorem
  publication-title: IEEE Transactions Automatic Control
– volume: 15
  start-page: 43
  year: 2010
  end-page: 52
  ident: bib0162
  article-title: Heterogeneous bounds of confidence: Meet, discuss and find consensus
  publication-title: Complexity
– volume: 14
  start-page: 23
  year: 2008
  end-page: 51
  ident: bib0090
  article-title: How to get the timing right? a computational model of how demographic faultlines undermine team performance and how the right timing of contacts can solve the problem
  publication-title: Computer Mathematical Organization Theory
– volume: 56
  start-page: 1058
  year: 2018
  end-page: 1080
  ident: bib0045
  article-title: Consensus and disagreement: The role of quantized behaviors in opinion dynamics
  publication-title: SIAM Journal Control Optimization
– year: 1938
  ident: bib0222
  article-title: Mathematical biophysics
– volume: 48
  start-page: 5214
  year: 2010
  end-page: 5240
  ident: bib0032
  article-title: Continuous-time average-preserving opinion dynamics with opinion-dependent communications
  publication-title: SIAM Journal Control Optimization
– volume: 9
  start-page: 80
  year: 2007
  end-page: 85
  ident: bib0146
  article-title: Some recent attempts to simulate the Heider balance problem
  publication-title: Computing in Science and Engineering
– year: 2000
  ident: bib0204
  article-title: Sixty years of Bernoulli convolutions
  publication-title: Fractal geometry and stochastics II
– volume: 350
  start-page: 663
  year: 2015
  end-page: 666
  ident: bib0062
  article-title: The ecology of the microbiome: Networks, competition, and stability
  publication-title: Science
– volume: 2
  start-page: 143
  year: 1953
  end-page: 146
  ident: bib0109
  article-title: On the notion of balance of a signed graph
  publication-title: Michigan Mathematical Journal
– volume: 21
  start-page: 25
  year: 1987
  end-page: 34
  ident: bib0229
  article-title: Flocks, herds, and schools: A distributed behavioral model
  publication-title: Computer Graphics
– volume: 33
  start-page: 129
  year: 2009
  end-page: 135
  ident: bib0001
  article-title: Structural balance: a dynamic perspective
  publication-title: Journal of Mathematical Society
– volume: 52
  start-page: 852
  year: 2007
  end-page: 862
  ident: bib0063
  article-title: Emergent behavior in flocks
  publication-title: IEEE Transactions Automatic Control
– volume: 1
  start-page: 3
  year: 2011
  end-page: 49
  ident: bib0008
  article-title: Opinion dynamics and learning in social networks
  publication-title: Dynamic Games Applications
– year: 2014
  ident: bib0172
  publication-title: Networks and network analysis for defence and security
– volume: 53
  start-page: 1826
  year: 2008
  end-page: 1838
  ident: bib0038
  article-title: Agreeing asynchronously
  publication-title: IEEE Transaction Automation Control
– volume: 18
  start-page: 1819
  year: 2007
  end-page: 1838
  ident: bib0161
  article-title: Continuous opinion dynamics under bounded confidence: a survey
  publication-title: International Journal of Modern Physics C
– volume: 5
  start-page: 2
  year: 2002
  ident: bib0116
  article-title: Opinion dynamics and bounded confidence models, analysis, and simulation
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– volume: 2
  start-page: 406
  year: 2016
  end-page: 419
  ident: bib0269
  article-title: Active sensing of social networks
  publication-title: IEEE Transaction Signal Information Processing Network
– year: 2010
  ident: bib0081
  article-title: Networks, crowds and markets. Reasoning about a highly connected world
– start-page: 581
  year: 2015
  end-page: 586
  ident: bib0220
  article-title: A general criterion for synchronization of incrementally dissipative nonlinearly coupled agents
  publication-title: Proceedings of european control conference (ecc 2015)
– volume: 353
  start-page: 555
  year: 2005
  end-page: 575
  ident: bib0278
  article-title: Persuasion dynamics
  publication-title: Physica A
– start-page: 206
  year: 1964
  end-page: 261
  ident: bib0059
  article-title: The nature of belief systems in mass publics
  publication-title: Ideology and discontent
– volume: 61
  start-page: 2484
  year: 2016
  end-page: 2495
  ident: bib0166
  article-title: Continuous-time consensus under non-instantaneous reciprocity
  publication-title: IEEE Transactions Automatics Control
– volume: 11
  start-page: 1157
  year: 2000
  end-page: 1165
  ident: bib0251
  article-title: Opinion evolution in closed community
  publication-title: International Journal of Modern Physics C
– volume: 19
  start-page: 3313
  year: 2014
  end-page: 3322
  ident: bib0086
  article-title: Bipartite flocking for multi-agent systems
  publication-title: Communications in Nonlinear Science and Numerical Simulation
– volume: 55
  start-page: 2543
  year: 2017
  end-page: 2573
  ident: bib0298
  article-title: Multiagent opinion dynamics of bounded confidence with nonlocal aggregative interaction
  publication-title: SIAM Journal Control Optimization
– volume: 14
  start-page: 89
  year: 1977
  end-page: 97
  ident: bib0047
  article-title: Towards consensus: Some convergence theorems on repeated averaging
  publication-title: Journal of Applied Probability
– volume: 34
  start-page: 34
  year: 2014
  end-page: 53
  ident: bib0135
  article-title: The PageRank problem, multi-agent consensus and Web aggregation: A systems and control viewpoint
  publication-title: IEEE Control System Magazine
– start-page: 1872
  year: 2013
  end-page: 1877
  ident: bib0174
  article-title: Stability of continuous-time consensus algorithms for switching networks with bidirectional interaction
  publication-title: Proc. europ. control conference (ecc)
– volume: 50
  start-page: 11920
  year: 2017
  end-page: 11925
  ident: bib0255
  article-title: Consensus stability in the Hegselmann–Krause model with coopetition and cooperosity
  publication-title: IFAC-PapersOnLine
– volume: 9
  start-page: 1
  year: 2006
  ident: bib0117
  article-title: Truth and cognitive division of labour: First steps towards a computer aided social epistemology
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– year: 2010
  ident: bib0121
  article-title: Quantitative sociodynamics. Stochastic methods and models of social interaction processes
– volume: 9
  start-page: 253
  year: 2001
  end-page: 273
  ident: bib0128
  article-title: Social impact models of opinion dynamics
  publication-title: Annual Review Computational Physics
– volume: 24
  start-page: 2
  year: 2015
  end-page: 13
  ident: bib0092
  article-title: Distributed randomized algorithms for opinion formation, centrality computation and power systems estimation: A tutorial overview
  publication-title: European Journal of Control
– volume: 47
  start-page: 575
  year: 2008
  end-page: 600
  ident: bib0039
  article-title: Reaching a consensus in a dynamically changing environment: A graphical approach
  publication-title: SIAM Journal Control Optimization
– volume: 56
  start-page: 577
  year: 2013
  end-page: 621
  ident: bib0188
  article-title: Heterophilious dynamics enhances consensus
  publication-title: SIAM Review
– volume: 7
  start-page: e38135
  year: 2012
  ident: bib0010
  article-title: Dynamics of opinion forming in structurally balanced social networks
  publication-title: PLoS ONE
– volume: 50
  start-page: 169
  year: 2005
  end-page: 182
  ident: bib0185
  article-title: Stability of multiagent systems with time-dependent communication links
  publication-title: IEEE Transactions Automatic Control
– start-page: 874
  year: 2007
  end-page: 881
  ident: bib0030
  article-title: On the 2R conjecture for multi-agent systems
  publication-title: Proc. of european control conf. (ecc)
– volume: 1
  year: 2013
  ident: bib0290
  article-title: Binary opinion dynamics with stubborn agents
  publication-title: ACM Transactions on Economics and Computation
– volume: 55
  start-page: 225
  year: 2010
  end-page: 230
  ident: bib0253
  article-title: Consensus over ergodic stationary graph processess
  publication-title: IEEE Transactions Automatic Control
– volume: 13
  start-page: 1239
  year: 2012
  end-page: 1251
  ident: bib0044
  article-title: Continuous and discontinuous opinion dynamics with bounded confidence
  publication-title: Nonlinear Analysis: Real World Applications
– volume: 43
  start-page: 65-79
  year: 2017
  ident: bib0218
  article-title: A tutorial on modeling and analysis of dynamic social networks. Part I
  publication-title: Annual Reviews in Control
– volume: 377
  start-page: 2333
  year: 2013
  end-page: 2339
  ident: bib0167
  article-title: Trust in the CODA model: Opinion dynamics and the reliability of other agents
  publication-title: Physica A
– volume: 64
  start-page: 585
  year: 2016
  end-page: 604
  ident: bib0243
  article-title: The evolution of beliefs over signed social networks
  publication-title: Operation Research
– start-page: 2118
  year: 2014
  end-page: 2123
  ident: bib0122
  article-title: A lifting approach to models of opinion dynamics with antagonisms
  publication-title: Proc. of ieee conference on decision and control (cdc)
– start-page: 3998
  year: 2004
  end-page: 4003
  ident: bib0184
  article-title: Stability of continuous-time distributed consensus algorithms
  publication-title: Proc. ieee conf. decision and control (cdc 2004)
– volume: 410
  start-page: 268
  year: 2001
  end-page: 276
  ident: bib0248
  article-title: Exploring complex networks
  publication-title: Nature
– volume: 25
  start-page: 17
  year: 2003
  end-page: 49
  ident: bib0131
  article-title: Some dynamics of social balance processes: bringing Heider back into balance theory
  publication-title: Social Networks
– year: 2000
  ident: bib0236
  article-title: Social network analysis
– volume: 392
  start-page: 5289
  year: 2013
  end-page: 5297
  ident: bib0297
  article-title: Opinion evolution analysis for short-range and long-range DeffuantWeisbuch models
  publication-title: Physica A
– year: 1992
  ident: bib0141
  article-title: Dynamics of attitude change
  publication-title: Analysis of dynamic psychological systems. vol. 2: Methods and applications
– volume: 53
  start-page: 478
  year: 2015
  end-page: 486
  ident: bib0274
  article-title: A quadratic lower bound for the convergence rate in the one-dimensional Hegselmann–Krause bounded confidence dynamics
  publication-title: Discrete Computer Geometry
– year: 2011
  ident: bib0237
  publication-title: The sage handbook on social network analysis
– volume: 61
  start-page: 3755
  year: 2016
  end-page: 3770
  ident: bib0177
  article-title: Interval bipartite consensus of networked agents associated with signed digraphs
  publication-title: IEEE Transactions Automatic Control
– volume: 98
  start-page: 1847
  year: 2010
  end-page: 1863
  ident: bib0074
  article-title: Gossip algorithms for distributed signal processing
  publication-title: Proceeding of the IEEE
– volume: 343
  start-page: 725
  year: 2004
  end-page: 738
  ident: bib0014
  article-title: The role of network topology on extremism propagation with the relative agreement opinion dynamics
  publication-title: Physica A
– year: 1985
  ident: bib0138
  article-title: Compartmental analysis in biology and medicine
– volume: 13
  start-page: 425
  year: 2014
  end-page: 446
  ident: bib0181
  article-title: Eulerian opinion dynamics with bounded confidence and exogenous inputs
  publication-title: SIAM Journal Applied Dynamics Systems
– volume: 50
  start-page: 11896
  year: 2017
  end-page: 11901
  ident: bib0219
  article-title: Opinion evolution in time-varying social influence networks with prejudiced agents
  publication-title: IFAC PapersOnline
– volume: 95
  start-page: 58006
  year: 2011
  ident: bib0126
  article-title: General coevolution of topology and dynamics in networks
  publication-title: EPL (Europhys. Letters)
– volume: 19
  start-page: 6
  year: 2016
  ident: bib0173
  article-title: Bounded confidence model with fixed uncertainties and extremists: The opinions can keep fluctuating indefinitely
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
– year: 2011
  ident: bib0233
  publication-title: The impact of control technology. overview, success stories, and research challenges
– volume: 20
  start-page: 3
  year: 2017
  ident: bib0005
  article-title: Effects of the interaction between ideological affinity and psychological reaction of agents on the opinion dynamics in a relative agreement model
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
– start-page: 1
  year: 1967
  end-page: 49
  ident: bib0003
  article-title: Mathematical models in social psychology
  publication-title: Advances in experimental social psychology, v. 3
– volume: 297
  start-page: 491
  year: 1974
  end-page: 495
  ident: bib0112
  article-title: The communication problem on graphs and digraphs
  publication-title: Journal of Franklin Institute
– volume: 49
  start-page: 1680
  year: 2011
  end-page: 1706
  ident: bib0048
  article-title: The total s-energy of a multiagent system
  publication-title: SIAM Journal Control Optimization
– year: 2006
  ident: bib0265
  article-title: Performance analysis of communications, networks and systems
– volume: 51
  start-page: 1207
  year: 2006
  end-page: 1210
  ident: bib0282
  article-title: Synchronization and convergence of linear dynamics in random directed networks
  publication-title: IEEE Transactions Automatic Control
– volume: 2
  start-page: 142
  year: 2015
  end-page: 153
  ident: bib0242
  article-title: Emergent behaviors over signed random dynamical networks: State-flipping model
  publication-title: IEEE Transactions on Control of Networked Systems
– volume: 15
  start-page: 733
  year: 1963
  end-page: 737
  ident: bib0281
  article-title: Products of indecomposable, aperiodic, stochastic matrices
  publication-title: Proceedings of American Mathematical Society
– volume: 69
  start-page: 118
  year: 1974
  end-page: 121
  ident: bib0069
  article-title: Reaching a consensus
  publication-title: Journal of the American Statistical Association
– volume: 99
  start-page: 1505
  year: 2011
  end-page: 1524
  ident: bib0158
  article-title: Deterministic gossiping
  publication-title: Proceedings of the IEEE
– volume: 50
  start-page: 2763
  year: 2012
  end-page: 2785
  ident: bib0180
  article-title: Opinion dynamics in heterogeneous networks: Convergence conjectures and theorems
  publication-title: SIAM Journal Control Optimization
– volume: 90
  start-page: 8
  year: 2018
  end-page: 15
  ident: bib0178
  article-title: Uniform convergence for signed networks under directed switching topologies
  publication-title: Automatica
– volume: 77
  start-page: 1711
  year: 2016
  end-page: 1740
  ident: bib0214
  article-title: Problems and methods of network control
  publication-title: Automatic Remote Control
– volume: 7
  start-page: 55
  year: 2002
  end-page: 63
  ident: bib0279
  article-title: Meet, discuss, and segregate!
  publication-title: Complexity
– volume: 50
  start-page: 11902
  year: 2017
  end-page: 11907
  ident: bib0289
  article-title: On the analysis of the DeGroot-Friedkin model with dynamic relative interaction matrices
  publication-title: IFAC-PapersOnLine
– volume: 78
  start-page: 1201
  year: 2011
  end-page: 1236
  ident: bib0007
  article-title: Bayesian learning in social networks
  publication-title: Review Economic Studies
– start-page: 162
  year: 2003
  end-page: 173
  ident: bib0163
  article-title: Polarization in dynamic networks: a Hopfield model of emergent structure
  publication-title: Dynamic social network modeling and analysis: Workshop summary and papers
– start-page: 68
  year: 2012
  end-page: 73
  ident: bib0191
  article-title: Multi-dimensional Hegselmann-Krause dynamics
  publication-title: Proc. of ieee conf. on decision and control (cdc)
– year: 2016
  ident: bib0194
  article-title: A energy-based interaction model for population opinion dynamics with topic coupling
– start-page: 212
  year: 2013
  end-page: 219
  ident: bib0093
  article-title: Gossips and prejudices: Ergodic randomized dynamics in social networks
  publication-title: Proc. of ifac necsys 2013 workshop,Koblenz, Germany
– year: 1951
  ident: bib0187
  article-title: Sociometry, experimental method, and the Science of Society
– volume: 62
  start-page: 3905
  year: 2017
  end-page: 3913
  ident: bib0052
  article-title: Inertial Hegselmann-Krause systems
  publication-title: IEEE Transactions Automatic Control
– volume: 19
  start-page: 1
  year: 2016
  ident: bib0154
  article-title: Dynamics of uncertain opinion formation: An agent-based simulation
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
– volume: 44
  start-page: 61
  year: 2011
  end-page: 68
  ident: bib0150
  article-title: Networks in political science: Back to the future
  publication-title: PS: Political Science & Politics
– year: 2009
  ident: bib0036
  article-title: Distributed control of robotics networks
– volume: 3
  start-page: 321
  year: 1967
  end-page: 333
  ident: bib0004
  article-title: Negative persuasion via personal insult
  publication-title: Journal of Experimental Social Psychology
– volume: 51
  start-page: 3673
  year: 2013
  end-page: 3691
  ident: bib0239
  article-title: Robust consensus for continuous-time multi-agent dynamics
  publication-title: SIAM Journal Control Optimization
– reference: Bullo, F. (2016). Lectures on network systems. published online at
– volume: 75
  start-page: 1226
  year: 1995
  end-page: 1229
  ident: bib0268
  article-title: Novel type of phase transition in a system of self-driven particles
  publication-title: Physical Review Letters
– year: 2003
  ident: bib0272
  article-title: Six degrees: The science of a connected age
– volume: 83
  start-page: 1420
  year: 1978
  end-page: 1443
  ident: bib0105
  article-title: Threshold models of collective behavior
  publication-title: American Journal of Sociology
– year: 2015
  ident: bib0247
  article-title: Convergence, stability and robustness of multidimensional opinion dynamics in continuous time
– volume: 11
  start-page: e0157948
  year: 2016
  ident: bib0254
  article-title: Discrepancy and disliking do not induce negative opinion shifts
  publication-title: PLoS One
– volume: 3
  start-page: 643
  year: 1975
  end-page: 663
  ident: bib0127
  article-title: Ergodic theorems for weakly interacting infinite systems and the voter model
  publication-title: The Annals of Probability
– volume: 28
  start-page: 558
  year: 2015
  end-page: 565
  ident: bib0296
  article-title: Convergence rate of the asymmetric Deffuant–Weisbuch dynamics
  publication-title: Journal System Science Complex
– volume: 110
  start-page: 5791
  year: 2013
  end-page: 5796
  ident: bib0064
  article-title: Biased assimilation, homophily, and the dynamics of polarization
  publication-title: PNAS
– volume: 24
  start-page: 45
  year: 2005
  end-page: 56
  ident: bib0276
  article-title: Thirty years of sociodynamics. An integrated strategy of modelling in the social sciences: applications to migration and urban evolution
  publication-title: Chaos, Solitons and Fractals
– year: 2011
  ident: bib0100
  article-title: Social influence network theory
– volume: 43
  start-page: 1
  year: 2017
  end-page: 64
  ident: bib0016
  article-title: Systems & control for the future of humanity. Research agenda: current and future roles, impact and grand challenges
  publication-title: Annual Reviews in Control
– year: 2018
  ident: bib0226
  article-title: Learning influence structure in sparse social networks
  publication-title: IEEE Transactions Control Network System
– start-page: 2153
  year: 2014
  end-page: 2158
  ident: bib0012
  article-title: A continuous-time dynamical system that can sort agents through distributed protocols
  publication-title: Proc. of ieee conference on control applications (cca)
– volume: 43
  start-page: 1
  year: 1987
  end-page: 13
  ident: bib0294
  article-title: Balanced decompositions of a signed graph
  publication-title: Journal Combinatorial Theory. Series B.
– volume: 108
  start-page: 1771
  year: 2011
  end-page: 1776
  ident: bib0169
  article-title: Continuous-time model of structural balance
  publication-title: PNAS
– start-page: 61
  year: 2013
  end-page: 66
  ident: bib0027
  article-title: On the convergence of the Hegselmann-Krause system
  publication-title: Proc. 4th conf. on innovations in theoretical computer science
– volume: 35
  start-page: 375
  year: 2006
  end-page: 384
  ident: bib0024
  article-title: Sociocybernetics and social entropy theory
  publication-title: Kybernetes
– year: 2008
  ident: bib0137
  publication-title: Social and economic networks
– volume: 17
  start-page: 859
  year: 2011
  end-page: 876
  ident: bib0149
  article-title: On the Hegselmann–Krause conjecture in opinion dynamics
  publication-title: Journal Difference Equations and Applications
– start-page: 763
  year: 2017
  end-page: 768
  ident: bib0125
  article-title: Open multi-agent systems: Gossiping with random arrivals and departures
  publication-title: Proc. of ieee conf. decision and control
– volume: 31
  start-page: 595
  year: 2013
  end-page: 606
  ident: bib0240
  article-title: The role of persistent graphs in the agreement seeking of social networks
  publication-title: IEEE Journal on Selected Areas in Communications
– volume: 20
  start-page: 181
  year: 1967
  end-page: 187
  ident: bib0065
  article-title: Clustering and structural balance in graphs
  publication-title: Human Relations
– volume: 41
  start-page: 203
  year: 1997
  end-page: 226
  ident: bib0020
  article-title: The dissemination of culture: A model with local convergence and global polarization
  publication-title: Journal of Conflict Resolution
– year: 2008
  ident: bib0034
  publication-title: Mathematical epidemiology
– volume: 72
  start-page: 784
  year: 2007
  end-page: 811
  ident: bib0026
  article-title: Dynamics of political polarization
  publication-title: American Sociological Review
– year: 2015
  ident: bib0028
  publication-title: Disrupting criminal networks: network analysis in crime prevention
– volume: 45
  start-page: 167
  year: 2003
  end-page: 256
  ident: bib0192
  article-title: The structure and function of complex networks
  publication-title: SIAM Review
– volume: 95
  start-page: 215
  year: 2007
  end-page: 233
  ident: bib0196
  article-title: Consensus and cooperation in networked multi-agent systems
  publication-title: Proceedings of the IEEE
– volume: 18
  start-page: 293
  year: 2006
  end-page: 322
  ident: bib0015
  article-title: Stability of leaderless discrete-time multi-agent systems
  publication-title: Mathematics of Control, Signals, Systems
– volume: 4
  start-page: 301
  year: 1991
  end-page: 322
  ident: bib0108
  article-title: The relationship between knowledge, belief, and certainty
  publication-title: Annals of Mathematics and Artificial Intelligence
– volume: 19
  start-page: 7
  year: 2016
  ident: bib0147
  article-title: Robust clustering in generalized bounded confidence models
  publication-title: Journal Artificial Societies and Social Simulation
– volume: 21
  start-page: 107
  year: 1946
  end-page: 122
  ident: bib0120
  article-title: Attitudes and cognitive organization
  publication-title: Journal Psychology
– volume: 53
  start-page: 791
  year: 2008
  end-page: 795
  ident: bib0252
  article-title: A necessary and sufficient condition for consensus over random networks
  publication-title: IEEE Transactions Automatic Control
– volume: 354
  start-page: 321
  year: 2016
  end-page: 326
  ident: bib0101
  article-title: Network science on belief system dynamics under logic constraints
  publication-title: Science
– volume: 54
  start-page: 2893
  year: 2016
  end-page: 2918
  ident: bib0123
  article-title: On symmetric continuum opinion dynamics
  publication-title: SIAM Journal Control Optimization
– volume: 3
  start-page: 46
  year: 2016
  end-page: 56
  ident: bib0285
  article-title: Structural balance and opinion separation in trust–mistrust social networks
  publication-title: IEEE Transaction on Control of Networks
– volume: 20
  start-page: 6
  year: 2017
  ident: bib0087
  article-title: How, when and where can spatial segregation induce opinion polarization? two competing models
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
– volume: 56
  start-page: 1862
  year: 2011
  end-page: 1873
  ident: bib0183
  article-title: Opinion dynamics with decaying confidence: Application to community detection in graphs
  publication-title: IEEE Transactions on Automatic Control
– volume: 420
  start-page: 73
  year: 2015
  end-page: 84
  ident: bib0205
  article-title: Mass media and heterogeneous bounds of confidence in continuous opinion dynamics
  publication-title: Physica A
– volume: 47
  start-page: 601
  year: 2008
  end-page: 623
  ident: bib0040
  article-title: Reaching a consensus in a dynamically changing environment: convergence rates, measurement delays, and asynchronous events
  publication-title: SIAM Journal Control Optimization
– volume: 353
  start-page: 217
  year: 2005
  end-page: 223
  ident: bib0159
  article-title: A stabilization theorem for dynamics of continuous opinions
  publication-title: Physica A
– volume: 24
  start-page: 251
  year: 1971
  end-page: 266
  ident: bib0275
  article-title: The statistical description of polarization phenomena in society
  publication-title: British Journal of Mathematical Statistical Psychology
– start-page: 206
  year: 2013
  end-page: 210
  ident: bib0182
  article-title: On convergence rate of scalar Hegselmann-Krause dynamics
  publication-title: Proc. amer. control conf. (acc)
– start-page: 3408
  year: 2014
  end-page: 3413
  ident: bib0022
  article-title: Stochastic bounded confidence opinion dynamics
  publication-title: Proc. of the ieee conf. on decision and control (cdc)
– start-page: 4054
  year: 2015
  end-page: 4059
  ident: bib0060
  article-title: On the termination time of the one-sided asymmetric Hegselmann-Krause dynamics
  publication-title: Proc. of american control conference (acc)
– volume: 18
  start-page: 319
  year: 1988
  end-page: 349
  ident: bib0115
  article-title: A survey of gossiping and broadcasting in communication networks
  publication-title: Networks
– volume: 3
  start-page: 286
  year: 2016
  end-page: 298
  ident: bib0139
  article-title: The coevolution of appraisal and influence networks leads to structural balance
  publication-title: IEEE Transactions Network Science Engineering
– volume: 2
  start-page: 191
  year: 1972
  end-page: 193
  ident: bib0025
  article-title: Gossips and telephones
  publication-title: Discrete Mathematics
– year: 1947
  ident: bib0224
  article-title: Mathematical theory of human relations
– year: 1954
  ident: bib0280
  article-title: The human use of human beings: Cybernetics and society
– volume: 58
  start-page: 214
  year: 2013
  end-page: 218
  ident: bib0124
  article-title: Convergence of type-symmetric and cut-balanced consensus seeking systems
  publication-title: IEEE Transactions Automatic Control
– year: 2015
  ident: bib0019
  article-title: Online social networks. Human cognitive constraints in Facebook and Twitter personal graphs
– volume: 114
  start-page: 11380
  year: 2017
  end-page: 11385
  ident: bib0097
  article-title: How truth wins in opinion dynamics along issue sequences
  publication-title: PNAS
– volume: 85
  start-page: 202
  year: 2017
  end-page: 210
  ident: bib0212
  article-title: Differential inequalities in multi-agent coordination and opinion dynamics modeling
  publication-title: Automatica
– volume: 449
  start-page: 426
  year: 2016
  end-page: 436
  ident: bib0054
  article-title: Characteristics of successful opinion leaders in a bounded confidence model
  publication-title: Physica A
– volume: 19
  start-page: 3766
  year: 2014
  end-page: 3777
  ident: bib0238
  article-title: An agent based model for opinion dynamics with random confidence threshold
  publication-title: Communication Nonlinear Science Numerical Simulation
– volume: 2
  start-page: 746
  year: 2012
  end-page: 756
  ident: bib0230
  article-title: Swarming and pattern formation due to selective attraction and repulsion
  publication-title: Interface Focus
– year: 2006
  ident: bib0193
  article-title: The structure and dynamics of networks
– volume: 50
  start-page: 1867
  year: 2005
  end-page: 1872
  ident: bib0114
  article-title: Agreement over random networks
  publication-title: IEEE Transactions Automatic Control
– volume: 38
  start-page: 1
  year: 2013
  end-page: 27
  ident: bib0006
  article-title: Opinion fluctuations and disagreement in social networks
  publication-title: Mathematical of Operations Research
– volume: 60
  start-page: 581
  year: 1973
  end-page: 588
  ident: bib0057
  article-title: A model for spatial conflict
  publication-title: Biometrika
– volume: 35
  start-page: 146
  year: 2011
  end-page: 176
  ident: bib0089
  article-title: Small worlds and cultural polarization
  publication-title: Journal of Mathematics Sociology
– volume: 57
  start-page: 2748
  year: 2009
  end-page: 2761
  ident: bib0021
  article-title: Broadcast gossip algorithms for consensus
  publication-title: IEEE Transactions on Signal Processing
– volume: 58
  start-page: 935
  year: 2013
  end-page: 946
  ident: bib0011
  article-title: Consensus problems on networks with antagonistic interactions
  publication-title: IEEE Transactions on Automatic Control
– volume: 35
  start-page: 40
  year: 2015
  end-page: 51
  ident: bib0096
  article-title: The problem of social control and coordination of complex systems in sociology: A look at the community cleavage problem
  publication-title: IEEE Control Systems Magazine
– volume: 3
  start-page: 444
  year: 2016
  end-page: 472
  ident: bib0098
  article-title: A theory of the evolution of social power: natural trajectories of interpersonal influence systems along issue sequences
  publication-title: Social Science
– volume: 3
  start-page: 87
  year: 2001
  end-page: 98
  ident: bib0067
  article-title: Mixing beliefs among interacting agents
  publication-title: Advances in Complex Systems
– volume: 38
  start-page: 339
  year: 2004
  end-page: 343
  ident: bib0277
  article-title: Bounded confidence and social networks
  publication-title: European Physical Journal B
– volume: 9
  start-page: 8
  year: 2006
  ident: bib0066
  article-title: Comparing extremism propagation patterns in continuous opinion models
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
– year: 2003
  ident: bib0249
  article-title: Sync: The emerging science of spontaneous order
– start-page: 1255
  year: 2013
  end-page: 1260
  ident: bib0083
  article-title: Termination time of multidimensional Hegselmann-Krause opinion dynamics
  publication-title: Proc. of the american control conference (acc)
– start-page: 753102
  year: 2015
  ident: bib0197
  article-title: Distributed data clustering via opinion dynamics
  publication-title: International Journal Distributed Sensor Networks
– volume: 8
  start-page: 222
  year: 2008
  end-page: 269
  ident: bib0198
  article-title: The analysis of social networks
  publication-title: Health Servics Outcomes Research Methodology
– volume: 224
  start-page: 130
  year: 2006
  end-page: 136
  ident: bib0018
  article-title: Social balance on networks: the dynamics of friendship and enmity
  publication-title: Physica D
– year: 1996
  ident: bib0244
  article-title: Probability
– volume: 81
  start-page: 591
  year: 2009
  end-page: 646
  ident: bib0043
  article-title: Statistical physics of social dynamics
  publication-title: Review Modern Physics
– volume: 113
  start-page: 554
  year: 2016
  end-page: 559
  ident: bib0070
  article-title: The spreading of misinformation online
  publication-title: PNAS
– volume: 50
  start-page: 243
  year: 2012
  end-page: 265
  ident: bib0037
  article-title: An Eulerian approach to the analysis of Krause’s consensus models
  publication-title: SIAM Journal Control Optimization
– volume: 22
  start-page: 630
  year: 2016
  end-page: 635
  ident: bib0168
  article-title: An improved energy argument for the Hegselmann–Krause model
  publication-title: Journal of Difference Equations and Applications
– volume: 45
  start-page: 1537
  year: 2015
  end-page: 1548
  ident: bib0215
  article-title: Popov-type criterion for consensus in nonlinearly coupled networks
  publication-title: IEEE Transactions Cybernetics
– volume: 86
  start-page: 490
  year: 2013
  ident: bib0206
  article-title: The noisy Hegselmann–Krause model for opinion dynamics
  publication-title: European Physical Journal B
– volume: 52
  start-page: 2508
  year: 2006
  end-page: 2530
  ident: bib0033
  article-title: Randomized gossip algorithms
  publication-title: IEEE Transaction Information Theory
– volume: 66
  start-page: 94
  year: 2014
  end-page: 103
  ident: bib0264
  article-title: On the consensus and bipartite consensus in high-order multi-agent dynamical systems with antagonistic interactions
  publication-title: Systems Control Letters
– year: 1953
  ident: bib0129
  article-title: Communication and persuasion
– start-page: 1172
  year: 2011
  end-page: 1176
  ident: bib0259
  article-title: Discrete-time opinion dynamics
  publication-title: 45th conf. on signals, systems and computers (asilomar)
– volume: 51
  start-page: 358
  year: 1944
  end-page: 374
  ident: bib0119
  article-title: Social perception and phenomenal causality
  publication-title: Psychological Review
– volume: 6
  start-page: 2
  year: 2003
  ident: bib0262
  article-title: Attitude dynamics with limited verbalisation capabilities
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– volume: 18
  start-page: 125
  year: 2013
  end-page: 140
  ident: bib0199
  article-title: Coopetitive supply chains: Toward a social ties perspective
  publication-title: Management
– volume: 56
  start-page: 1593
  year: 2011
  end-page: 1605
  ident: bib0260
  article-title: On ergodicity, infinite flow, and consensus in random models
  publication-title: IEEE Transactions Automatic Control
– volume: 10
  start-page: 477
  year: 2015
  end-page: 509
  ident: bib0118
  article-title: Opinion dynamics under the influence of radical groups, charismatic leaders and other constant signals: a simple unifying model
  publication-title: Networks and Heterogeneous Media
– start-page: 549
  year: 2016
  end-page: 554
  ident: bib0133
  article-title: Piecewise quadratic stability of consensus in heterogeneous opinion dynamics
  publication-title: Proc. of european control conference (ecc)
– start-page: 245
  year: 2010
  end-page: 258
  ident: bib0080
  article-title: Extending the Hegselmann–Krause model II
  publication-title: The analytical way
– volume: 74
  start-page: 205
  year: 2016
  end-page: 213
  ident: bib0299
  article-title: Bounded confidence opinion dynamics with opinion leaders and environmental noises
  publication-title: Computers Operations Research
– volume: 6
  start-page: e1000959
  year: 2010
  ident: bib0170
  article-title: Individualization as driving force of clustering phenomena in humans
  publication-title: PLoS Computational Biology
– volume: 61
  start-page: 1524
  year: 2016
  end-page: 1536
  ident: bib0217
  article-title: Opinion dynamics in social networks with hostile camps: Consensus vs. polarization
  publication-title: IEEE Transactions Automatic Control
– start-page: 3475
  year: 2015
  end-page: 3480
  ident: bib0202
  article-title: A new model of opinion dynamics for social actors with multiple interdependent attitudes and prejudices
  publication-title: Proc. of ieee conference on decision and control (cdc)
– volume: 18
  start-page: 323
  year: 2010
  end-page: 335
  ident: bib0079
  article-title: Extending the Hegselmann–Krause model I
  publication-title: Logic Journal of the IGPL
– start-page: 227
  year: 2000
  end-page: 236
  ident: bib0145
  article-title: A discrete nonlinear and non-autonomous model of consensus formation
  publication-title: Communication in Difference Equations
– volume: 77
  start-page: 45
  year: 2012
  end-page: 68
  ident: bib0056
  article-title: Cultural reception and production
  publication-title: American Sociological Review
– year: 2016
  ident: bib0210
  article-title: Consensus in multi-agent systems
  publication-title: Wiley encyclopedia of electrical and electronics engineering
– volume: 60
  start-page: 342
  year: 2015
  end-page: 357
  ident: bib0013
  article-title: Predictable dynamics of opinion forming for networks with antagonistic interactions
  publication-title: IEEE Transactions on Automatic Control
– volume: 390
  start-page: 2945
  year: 2011
  end-page: 2955
  ident: bib0148
  article-title: Dynamics of bounded confidence opinion in heterogeneous social networks: Concord against partial antagonism
  publication-title: Physica A
– volume: 33
  start-page: 385
  year: 2015
  end-page: 412
  ident: bib0293
  article-title: Distributed control of multiple non-holonomic robots with sector vision and range-only measurements for target capturing with collision avoidance
  publication-title: Robotica
– volume: 9
  start-page: e99557
  year: 2014
  ident: bib0009
  article-title: Opinion dynamics with confirmation bias
  publication-title: PLoS One
– year: 2003
  ident: bib0071
  publication-title: Social movements and networks
– volume: 56
  start-page: 2976
  year: 2011
  end-page: 2982
  ident: bib0189
  article-title: Consensus in multi-agent systems with coupling delays and switching topology
  publication-title: IEEE Transactions Automatic Control
– year: 1982
  ident: bib0175
  article-title: Evolution and the theory of games
– start-page: 2996
  year: 2005
  end-page: 3000
  ident: bib0029
  article-title: Convergence in multiagent coordination, consensus, and flocking
  publication-title: Proc. ieee conf. decision and control
– volume: 72
  start-page: 144
  year: 2005
  end-page: 168
  ident: bib0073
  article-title: On the nature of reactance and its role in persuasive health communication
  publication-title: Communication Monographs
– volume: 2
  start-page: 413
  year: 1935
  end-page: 430
  ident: bib0221
  article-title: Outline of a mathematical theory of human relations
  publication-title: Philosophy of Science
– start-page: 142
  year: 1964
  end-page: 160
  ident: bib0002
  article-title: Mathematical models of the distribution of attitudes under controversy
  publication-title: Contributions to mathematical psychology
– volume: 46
  start-page: 288
  year: 2007
  end-page: 307
  ident: bib0155
  article-title: State agreement for continuous-time coupled nonlinear systems
  publication-title: SIAM Journal Control Optimization
– volume: 19
  start-page: 133
  year: 1974
  end-page: 135
  ident: bib0113
  article-title: Efficiency of dissemination of information in one-way and two-way communication networks
  publication-title: Systems Research Behavioral Science
– volume: 11
  start-page: e0164323
  year: 2016
  ident: bib0201
  article-title: Bounded confidence under preferential flip: A coupled dynamics of structural balance and opinions
  publication-title: PLoS One
– volume: 11
  start-page: 102
  year: 2017
  end-page: 120
  ident: bib0234
  article-title: Stability analysis of an artificial biomolecular oscillator with non-cooperative regulatory interaction
  publication-title: Journal Biological Dynamics
– year: 2004
  ident: bib0094
  article-title: The development of social network analysis. A study in the sociology of science
– volume: 63
  start-page: 181
  year: 1956
  end-page: 194
  ident: bib0095
  article-title: A formal theory of social power
  publication-title: Physchology Review
– volume: 43
  start-page: 57
  year: 2018
  end-page: 65
  ident: bib0077
  article-title: A survey on the fusion process in opinion dynamics
  publication-title: Information Fusion
– volume: 54
  start-page: 233
  year: 1958
  end-page: 246
  ident: bib0107
  article-title: Weak ergodicity in non-homogeneous Markov chains
  publication-title: Proceedings of the Cambridge Philosophical Society
– volume: 56
  start-page: 1203
  year: 2011
  end-page: 1207
  ident: bib0245
  article-title: On the equivalence and condition of different consensus over a random network generated by i.i.d. stochastic matrices
  publication-title: IEEE Transactions Automatic Control
– volume: 62
  start-page: 291
  year: 2017
  end-page: 304
  ident: bib0055
  article-title: Distributed evaluation and convergence of self-appraisals in social networks
  publication-title: IEEE Transactions Automatic Control
– volume: 16
  start-page: 1535
  year: 2005
  end-page: 1551
  ident: bib0091
  article-title: Vector opinion dynamics in a bounded confidence consensus model
  publication-title: International Journal of Modern Physics C
– year: 2011
  ident: bib0258
  article-title: Product of random stochastic matrices and distributed averaging (Ph.D. Thesis)
– year: 1993
  ident: bib0143
  article-title: Political networks. The structural perspective
– volume: 17
  start-page: 1077
  year: 2015
  end-page: 1095
  ident: bib0300
  article-title: Social balance in signed networks
  publication-title: Information System Frontiers
– volume: 166
  start-page: 1209
  year: 2017
  end-page: 1225
  ident: bib0270
  article-title: Noisy Hegselmann-Krause systems: Phase transition and the 2R-conjecture
  publication-title: Journal Statistical Physics
– volume: 60
  start-page: 39
  year: 2010
  end-page: 45
  ident: bib0235
  article-title: The friend of my enemy is my enemy, the enemy of my enemy is my friend: Axioms for structural balance and bi-polarity
  publication-title: Mathematical Social Sciences
– volume: 11
  start-page: 1
  year: 2008
  ident: bib0263
  article-title: Opinion dynamics: The effect of the number of peers met at once
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
– year: 1947
  ident: bib0246
  article-title: Society, culture, and personality: Their structure and dynamics, a system of general sociology
– volume: 8
  start-page: 576
  year: 2014
  end-page: 585
  ident: bib0267
  article-title: Bounded confidence opinion dynamics in a social network of bayesian decision makers
  publication-title: IEEE Journal Selected Topics Signal Processing
– volume: 17
  start-page: 1521
  year: 2006
  end-page: 1524
  ident: bib0164
  article-title: Sociocybernetics and social entropy theory
  publication-title: International Journal Modern Physics C
– volume: 9
  start-page: 13
  year: 2006
  ident: bib0232
  article-title: A continuous opinion dynamics model based on the principle of meta-contrast
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– volume: 72
  start-page: 036121
  year: 2005
  ident: bib0017
  article-title: Dynamics of social balance on networks
  publication-title: Physics Review E
– volume: 68
  start-page: 319
  year: 2003
  end-page: 345
  ident: bib0165
  article-title: Culture and competition: Homophily and distancing explanations for cultural niches
  publication-title: American Sociological Review
– volume: 151
  start-page: 131
  year: 2013
  end-page: 149
  ident: bib0041
  article-title: The role of noise and initial conditions in the asymptotic solution of a bounded confidence, continuous-opinion model
  publication-title: Journal Statistical Physics
– volume: 47
  start-page: 4615
  year: 2001
  end-page: 4621
  ident: bib0075
  article-title: Consensus formation under bounded confidence
  publication-title: Nonlinear Analysis
– volume: 49
  start-page: 873
  year: 2013
  end-page: 883
  ident: bib0156
  article-title: Analysis of accelerated gossip algorithms
  publication-title: Automatica
– start-page: 18
  year: 1976
  end-page: 24
  ident: bib0144
  article-title: Big omicron and big omega and big theta
  publication-title: SIGACT News
– volume: 62
  start-page: 2080
  year: 2017
  end-page: 2094
  ident: bib0291
  article-title: Distributed algorithms for computation of centrality measures in complex networks
  publication-title: IEEE Transactions Automatic Control
– volume: 62
  start-page: 5678
  year: 2017
  end-page: 5693
  ident: bib0023
  article-title: Pairwise stochastic bounded confidence opinion dynamics: Heavy tails and stability
– volume: 158
  start-page: 514
  year: 2015
  end-page: 548
  ident: bib0050
  article-title: An algorithmic approach to collective behavior
  publication-title: Journal Statistical Physics
– volume: 55
  start-page: 1987
  year: 2010
  end-page: 2002
  ident: bib0134
  article-title: Distributed randomized algorithms for the PageRank computation
  publication-title: IEEE Transactions Automatic Control
– volume: 51
  start-page: 401
  year: 2006
  end-page: 420
  ident: bib0195
  article-title: Flocking for multi-agent dynamic systems: algorithms and theory
  publication-title: IEEE Transactions Automatic Control
– volume: 31
  start-page: 1061
  year: 2013
  end-page: 1071
  ident: bib0241
  article-title: How agreement and disagreement evolve over random dynamic networks
  publication-title: IEEE Journal on Selected Areas in Communications
– start-page: 2112
  year: 2014
  end-page: 2117
  ident: bib0216
  article-title: Consensus and polarization in Altafini’s model with bidirectional time-varying network topologies
  publication-title: Proceedings of ieee cdc 2014
– volume: 15
  start-page: 447
  year: 1972
  end-page: 450
  ident: bib0106
  article-title: A cure for the telephone disease
  publication-title: Canadian Mathematical Bulletin
– volume: 60
  start-page: 1886
  year: 2015
  end-page: 1897
  ident: bib0082
  article-title: Game-theoretic analysis of the Hegselmann-Krause model for opinion dynamics in finite dimensions
  publication-title: IEEE Transactions Automatic Control
– volume: 57
  start-page: 367
  year: 2015
  end-page: 397
  ident: bib0140
  article-title: Opinion dynamics and the evolution of social power in influence networks
  publication-title: SIAM Review
– start-page: 1906
  year: 2016
  end-page: 1911
  ident: bib0211
  article-title: A novel homogenous protocol for multi-agent clustering over directed graphs
  publication-title: Proc. american control conference (acc)
– year: 2008
  ident: bib0227
  article-title: Distributed consensus in multi-vehicle cooperative control: Theory and applications
– year: 1994
  ident: bib0271
  article-title: Social network analysis: Methods and applications
– volume: 73
  start-page: 110
  year: 2016
  end-page: 116
  ident: bib0179
  article-title: Behaviors of networks with antagonistic interactions and switching topologies
  publication-title: Automatica
– start-page: 543
  year: 2016
  end-page: 548
  ident: bib0046
  article-title: A bounded confidence model that preserves the signs of the opinions
  publication-title: Proc. of european control conference (ecc)
– volume: 31
  start-page: 1072
  year: 2013
  end-page: 1083
  ident: bib0152
  article-title: Consensus, polarization and clustering of opinions in social networks
  publication-title: IEEE Journal on Selected Areas in Communications
– year: 2001
  ident: bib0104
  publication-title: Sociocybernetics: Complexity, autopoiesis, and observation of social systems
– volume: 27
  start-page: 415
  year: 2001
  end-page: 444
  ident: bib0176
  article-title: Birds of a feather: Homophily in social networks
  publication-title: Annual Review Sociology
– year: 2007
  ident: bib0283
  article-title: Synchronization in complex networks of nonlinear dynamical systems
– volume: 21
  start-page: 5214
  year: 2011
  end-page: 5240
  ident: bib0058
  article-title: Scaling limits for continuous opinion dynamics systems
  publication-title: The Annals of Applied Probability
– volume: 11
  start-page: 876
  year: 1983
  end-page: 893
  ident: bib0061
  article-title: Occupation time limit theorems for the voter model
  publication-title: Annals Probability
– volume: 24
  start-page: 6
  year: 1995
  end-page: 32
  ident: bib0103
  article-title: The challenge of sociocybernetics
  publication-title: Kybernetes
– volume: 60
  start-page: 2416
  year: 2015
  end-page: 2421
  ident: bib0273
  article-title: The Hegselmann–Krause dynamics for the continuous-agent model and a regular opinion function do not always lead to consensus
  publication-title: IEEE Transactions Automatic Control
– volume: 33
  start-page: 184
  year: 2016
  end-page: 193
  ident: bib0295
  article-title: Modulus synchronization in a network of nonlinear systems with antagonistic interactions and switching topologies
  publication-title: Communication Nonlinear Science Numerical Simulation
– year: 1934
  ident: bib0186
  article-title: Who shall survive? A new approach to the problem of human interrelations
– volume: 5
  start-page: 1
  year: 2002
  ident: bib0068
  article-title: How can extremism prevail? A study based on the relative agreement interaction model
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
– volume: 26
  start-page: 634
  year: 2008
  end-page: 649
  ident: bib0085
  article-title: Randomized consensus algorithms over large scale networks
  publication-title: IEEE Journals Selected Areas Communication
– volume: 62
  start-page: 6168
  year: 2017
  end-page: 6182
  ident: bib0157
  article-title: Exponential convergence of the discrete- and continuous-time Altafini models
  publication-title: IEEE Transactions Automatic Control
– volume: 6
  start-page: 145
  year: 2009
  end-page: 163
  ident: bib0078
  article-title: Extending the Hegselmann–Krause model III: From single beliefs to complex belief states
  publication-title: Episteme
– volume: 419
  start-page: 558
  year: 2015
  end-page: 565
  ident: bib0102
  article-title: Opinion dynamics of modified Hegselmann–Krause model in a group-based population with heterogeneous bounded confidence
  publication-title: Physica A
– year: 2015
  ident: bib0142
  publication-title: Applications of social media and social network analysis
– volume: 1
  start-page: 5
  year: 1947
  end-page: 41
  ident: bib0151
  article-title: Frontiers in group dynamics: Concept, method and reality in social science; social equilibria and social change
  publication-title: Human Relations
– volume: 57
  start-page: 213
  year: 2010
  end-page: 224
  ident: bib0153
  article-title: Consensus of multiagent systems and synchronization of complex networks: A unified viewpoint
  publication-title: IEEE Transaction on Circuits and Systems - I
– volume: 54
  start-page: 2586
  year: 2009
  end-page: 2597
  ident: bib0031
  article-title: On Krause’s multiagent consensus model with state-dependent connectivity
  publication-title: IEEE Transactions Automatic Control
– volume: 16
  start-page: 1
  year: 1999
  end-page: 29
  ident: bib0099
  article-title: Social influence networks and opinion change
  publication-title: Advances in group processes
– volume: 2
  start-page: 72
  year: 2011
  end-page: 91
  ident: bib0284
  article-title: Opinion dynamics: A multidisciplinary review and perspective on future research
  publication-title: International Journal Knowledge Systems Science
– volume: 55
  start-page: 101
  year: 2012
  end-page: 110
  ident: bib0049
  article-title: Natural algorithms and influence systems
  publication-title: Communication of the ACM
– volume: 44
  start-page: 1403
  year: 2015
  end-page: 1442
  ident: bib0051
  article-title: Diffusive influence systems
  publication-title: SIAM Journal Computer
– volume: 16
  start-page: 1277
  year: 2014
  end-page: 1288
  ident: bib0208
  article-title: Nonlinear consensus algorithms with uncertain couplings
  publication-title: Asian Journal of Control
– volume: 2
  start-page: 78
  year: 2015
  end-page: 87
  ident: bib0225
  article-title: Ergodic randomized algorithms and dynamics over networks
  publication-title: IEEE Transaction Control of Network System
– volume: 378
  start-page: 1787
  year: 2014
  end-page: 1796
  ident: bib0130
  article-title: Emergent collective behaviors on coopetition networks
  publication-title: Physics Letters A
– start-page: 2252
  year: 2008
  end-page: 2257
  ident: bib0231
  article-title: Lyapunov analysis of quadratically symmetric neighborhood consensus algorithms
  publication-title: Proc. of ieee conf. decision and control (cdc)
– volume: 11
  start-page: e0157685
  year: 2016
  ident: bib0266
  article-title: Modelling influence and opinion evolution in online collective behaviour
  publication-title: PLoS One
– year: 1965
  ident: bib0111
  article-title: Structural models. An introduction to the theory of directed graphs
– volume: 50
  start-page: 622
  year: 2014
  end-page: 627
  ident: bib0288
  article-title: Opinion consensus of modified Hegselmann–Krause models
  publication-title: Automatica
– volume: 62
  start-page: 2270
  year: 2017
  end-page: 2285
  ident: bib0203
  article-title: Novel multidimensional models of opinion dynamics in social networks
  publication-title: IEEE Transactions Automatic Control
– year: 1984
  ident: bib0132
  article-title: Mathematical models of attitude change, vol.1
– volume: 17
  start-page: 033031
  year: 2015
  ident: bib0171
  article-title: Opinion control in complex networks
  publication-title: New Journal Physics
– year: 2011
  ident: bib0228
  article-title: Distributed coordination of multi-agent networks
– year: 2017
  ident: bib0286
  article-title: Discrete-time consensus systems under persistent flow and non-instantaneous reciprocal interactions
– volume: 55
  start-page: 1471
  year: 2010
  end-page: 1477
  ident: bib0200
  article-title: Effects of delay in multi-agent consensus and oscillator synchronization
  publication-title: IEEE Transactions Automatic Control
– volume: 9
  start-page: 8
  year: 2006
  ident: bib0160
  article-title: Consensus strikes back in the Hegselmann-Krause model of continuous opinion dynamics under bounded confidence
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
– volume: 49
  start-page: 2928
  year: 2013
  end-page: 2932
  ident: bib0207
  article-title: Average consensus in networks with nonlinearly delayed couplings and switching topology
  publication-title: Automatica
– year: 2018
  ident: bib0072
  article-title: Control via leadership of opinion dynamics with state and time-dependent interactions
  publication-title: IEEE Transactions Automatic Control
– volume: 85
  start-page: 448
  year: 2017
  end-page: 454
  ident: bib0250
  article-title: Noise leads to quasi-consensus of Hegselmann–Krause opinion dynamics
  publication-title: Automatica
– volume: 52
  start-page: 863
  year: 2007
  end-page: 868
  ident: bib0256
  article-title: Flocking in fixed and switching networks
  publication-title: IEEE Transactions Automatic Control
– volume: 23
  start-page: 043118
  year: 2013
  ident: bib0292
  article-title: Swarming behaviors in multi-agent systems with nonlinear dynamics
  publication-title: Chaos
– volume: 19
  start-page: 6
  issue: 1
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0173
  article-title: Bounded confidence model with fixed uncertainties and extremists: The opinions can keep fluctuating indefinitely
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
  doi: 10.18564/jasss.2967
– volume: 51
  start-page: 3673
  issue: 5
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0239
  article-title: Robust consensus for continuous-time multi-agent dynamics
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/110841308
– volume: 21
  start-page: 107
  year: 1946
  ident: 10.1016/j.arcontrol.2018.03.005_bib0120
  article-title: Attitudes and cognitive organization
  publication-title: Journal Psychology
  doi: 10.1080/00223980.1946.9917275
– volume: 62
  start-page: 6168
  issue: 12
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0157
  article-title: Exponential convergence of the discrete- and continuous-time Altafini models
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2017.2700523
– volume: 11
  start-page: 1
  issue: 2
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0263
  article-title: Opinion dynamics: The effect of the number of peers met at once
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
– start-page: 3998
  year: 2004
  ident: 10.1016/j.arcontrol.2018.03.005_bib0184
  article-title: Stability of continuous-time distributed consensus algorithms
– year: 2000
  ident: 10.1016/j.arcontrol.2018.03.005_bib0236
– volume: 16
  start-page: 1
  year: 1999
  ident: 10.1016/j.arcontrol.2018.03.005_bib0099
  article-title: Social influence networks and opinion change
– year: 2009
  ident: 10.1016/j.arcontrol.2018.03.005_bib0036
– year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0193
– volume: 52
  start-page: 852
  issue: 5
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0063
  article-title: Emergent behavior in flocks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2007.895842
– volume: 110
  start-page: 5791
  issue: 15
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0064
  article-title: Biased assimilation, homophily, and the dynamics of polarization
  publication-title: PNAS
  doi: 10.1073/pnas.1217220110
– volume: 3
  start-page: 321
  year: 1967
  ident: 10.1016/j.arcontrol.2018.03.005_bib0004
  article-title: Negative persuasion via personal insult
  publication-title: Journal of Experimental Social Psychology
  doi: 10.1016/0022-1031(67)90001-7
– volume: 38
  start-page: 339
  year: 2004
  ident: 10.1016/j.arcontrol.2018.03.005_bib0277
  article-title: Bounded confidence and social networks
  publication-title: European Physical Journal B
  doi: 10.1140/epjb/e2004-00126-9
– volume: 74
  start-page: 205
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0299
  article-title: Bounded confidence opinion dynamics with opinion leaders and environmental noises
  publication-title: Computers Operations Research
  doi: 10.1016/j.cor.2015.07.022
– volume: 20
  start-page: 181
  year: 1967
  ident: 10.1016/j.arcontrol.2018.03.005_bib0065
  article-title: Clustering and structural balance in graphs
  publication-title: Human Relations
  doi: 10.1177/001872676702000206
– volume: 98
  start-page: 1847
  issue: 11
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0074
  article-title: Gossip algorithms for distributed signal processing
  publication-title: Proceeding of the IEEE
  doi: 10.1109/JPROC.2010.2052531
– volume: 77
  start-page: 45
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0056
  article-title: Cultural reception and production
  publication-title: American Sociological Review
  doi: 10.1177/0003122411428153
– volume: 18
  start-page: 293
  issue: 4
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0015
  article-title: Stability of leaderless discrete-time multi-agent systems
  publication-title: Mathematics of Control, Signals, Systems
  doi: 10.1007/s00498-006-0006-0
– volume: 72
  start-page: 144
  issue: 2
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0073
  article-title: On the nature of reactance and its role in persuasive health communication
  publication-title: Communication Monographs
  doi: 10.1080/03637750500111815
– start-page: 581
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_sbref0217
  article-title: A general criterion for synchronization of incrementally dissipative nonlinearly coupled agents
– year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0265
– volume: 56
  start-page: 1862
  issue: 8
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0183
  article-title: Opinion dynamics with decaying confidence: Application to community detection in graphs
  publication-title: IEEE Transactions on Automatic Control
  doi: 10.1109/TAC.2010.2095315
– year: 2018
  ident: 10.1016/j.arcontrol.2018.03.005_sbref0070
  article-title: Control via leadership of opinion dynamics with state and time-dependent interactions
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2017.2742139
– volume: 56
  start-page: 577
  issue: 4
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0188
  article-title: Heterophilious dynamics enhances consensus
  publication-title: SIAM Review
  doi: 10.1137/120901866
– volume: 60
  start-page: 39
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0235
  article-title: The friend of my enemy is my enemy, the enemy of my enemy is my friend: Axioms for structural balance and bi-polarity
  publication-title: Mathematical Social Sciences
  doi: 10.1016/j.mathsocsci.2010.03.001
– volume: 58
  start-page: 214
  issue: 1
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0124
  article-title: Convergence of type-symmetric and cut-balanced consensus seeking systems
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2012.2203214
– volume: 9
  start-page: 253
  issue: 06
  year: 2001
  ident: 10.1016/j.arcontrol.2018.03.005_bib0128
  article-title: Social impact models of opinion dynamics
  publication-title: Annual Review Computational Physics
  doi: 10.1142/9789812811578_0005
– volume: 4
  start-page: 221
  issue: 3
  year: 1939
  ident: 10.1016/j.arcontrol.2018.03.005_bib0223
  article-title: Studies in mathematical theory of human relations
  publication-title: Psychometrika
  doi: 10.1007/BF02288554
– volume: 17
  start-page: 859
  issue: 6
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0149
  article-title: On the Hegselmann–Krause conjecture in opinion dynamics
  publication-title: Journal Difference Equations and Applications
  doi: 10.1080/10236190903443129
– volume: 47
  start-page: 4615
  issue: 7
  year: 2001
  ident: 10.1016/j.arcontrol.2018.03.005_bib0075
  article-title: Consensus formation under bounded confidence
  publication-title: Nonlinear Analysis
  doi: 10.1016/S0362-546X(01)00574-0
– volume: 18
  start-page: 323
  issue: 2
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0079
  article-title: Extending the Hegselmann–Krause model I
  publication-title: Logic Journal of the IGPL
  doi: 10.1093/jigpal/jzp059
– start-page: 206
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0182
  article-title: On convergence rate of scalar Hegselmann-Krause dynamics
– volume: 6
  start-page: e1000959
  issue: 10
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0170
  article-title: Individualization as driving force of clustering phenomena in humans
  publication-title: PLoS Computational Biology
  doi: 10.1371/journal.pcbi.1000959
– volume: 44
  start-page: 1403
  issue: 5
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0051
  article-title: Diffusive influence systems
  publication-title: SIAM Journal Computer
  doi: 10.1137/120882640
– volume: 19
  start-page: 3313
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0086
  article-title: Bipartite flocking for multi-agent systems
  publication-title: Communications in Nonlinear Science and Numerical Simulation
  doi: 10.1016/j.cnsns.2013.10.009
– volume: 60
  start-page: 581
  issue: 3
  year: 1973
  ident: 10.1016/j.arcontrol.2018.03.005_bib0057
  article-title: A model for spatial conflict
  publication-title: Biometrika
  doi: 10.1093/biomet/60.3.581
– start-page: 4054
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0060
  article-title: On the termination time of the one-sided asymmetric Hegselmann-Krause dynamics
– volume: 2
  start-page: 142
  issue: 2
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0242
  article-title: Emergent behaviors over signed random dynamical networks: State-flipping model
  publication-title: IEEE Transactions on Control of Networked Systems
  doi: 10.1109/TCNS.2014.2378915
– year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0034
– volume: 6
  start-page: 145
  issue: 2
  year: 2009
  ident: 10.1016/j.arcontrol.2018.03.005_bib0078
  article-title: Extending the Hegselmann–Krause model III: From single beliefs to complex belief states
  publication-title: Episteme
  doi: 10.3366/E1742360009000616
– volume: 11
  start-page: 102
  issue: 1
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0234
  article-title: Stability analysis of an artificial biomolecular oscillator with non-cooperative regulatory interaction
  publication-title: Journal Biological Dynamics
  doi: 10.1080/17513758.2016.1245790
– volume: 56
  start-page: 1203
  issue: 5
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0245
  article-title: On the equivalence and condition of different consensus over a random network generated by i.i.d. stochastic matrices
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2011.2107130
– start-page: 3408
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0022
  article-title: Stochastic bounded confidence opinion dynamics
– volume: 20
  start-page: 3
  issue: 3
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0005
  article-title: Effects of the interaction between ideological affinity and psychological reaction of agents on the opinion dynamics in a relative agreement model
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
  doi: 10.18564/jasss.3377
– volume: 49
  start-page: 1680
  issue: 4
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0048
  article-title: The total s-energy of a multiagent system
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/100791671
– volume: 10
  start-page: 477
  issue: 3
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0118
  article-title: Opinion dynamics under the influence of radical groups, charismatic leaders and other constant signals: a simple unifying model
  publication-title: Networks and Heterogeneous Media
  doi: 10.3934/nhm.2015.10.477
– volume: 21
  start-page: 5214
  issue: 4
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0058
  article-title: Scaling limits for continuous opinion dynamics systems
  publication-title: The Annals of Applied Probability
  doi: 10.1214/10-AAP739
– volume: 14
  start-page: 23
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0090
  article-title: How to get the timing right? a computational model of how demographic faultlines undermine team performance and how the right timing of contacts can solve the problem
  publication-title: Computer Mathematical Organization Theory
  doi: 10.1007/s10588-008-9019-1
– volume: 56
  start-page: 2976
  issue: 12
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0189
  article-title: Consensus in multi-agent systems with coupling delays and switching topology
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2011.2161052
– volume: 62
  start-page: 5678
  issue: 11
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0023
  article-title: Pairwise stochastic bounded confidence opinion dynamics: Heavy tails and stability
– volume: 9
  start-page: 1
  issue: 3
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0117
  article-title: Truth and cognitive division of labour: First steps towards a computer aided social epistemology
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– volume: 13
  start-page: 1239
  issue: 3
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0044
  article-title: Continuous and discontinuous opinion dynamics with bounded confidence
  publication-title: Nonlinear Analysis: Real World Applications
– year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0233
– volume: 58
  start-page: 935
  issue: 4
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0011
  article-title: Consensus problems on networks with antagonistic interactions
  publication-title: IEEE Transactions on Automatic Control
  doi: 10.1109/TAC.2012.2224251
– volume: 72
  start-page: 036121
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0017
  article-title: Dynamics of social balance on networks
  publication-title: Physics Review E
  doi: 10.1103/PhysRevE.72.036121
– volume: 1
  start-page: 5
  issue: 5
  year: 1947
  ident: 10.1016/j.arcontrol.2018.03.005_bib0151
  article-title: Frontiers in group dynamics: Concept, method and reality in social science; social equilibria and social change
  publication-title: Human Relations
  doi: 10.1177/001872674700100103
– volume: 43
  start-page: 1
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0016
  article-title: Systems & control for the future of humanity. Research agenda: current and future roles, impact and grand challenges
  publication-title: Annual Reviews in Control
  doi: 10.1016/j.arcontrol.2017.04.001
– volume: 378
  start-page: 1787
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0130
  article-title: Emergent collective behaviors on coopetition networks
  publication-title: Physics Letters A
  doi: 10.1016/j.physleta.2014.04.070
– volume: 17
  start-page: 1077
  issue: 5
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0300
  article-title: Social balance in signed networks
  publication-title: Information System Frontiers
  doi: 10.1007/s10796-014-9483-8
– start-page: 1906
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_sbref0208
  article-title: A novel homogenous protocol for multi-agent clustering over directed graphs
– volume: 62
  start-page: 291
  issue: 1
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0055
  article-title: Distributed evaluation and convergence of self-appraisals in social networks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2016.2554280
– volume: 11
  start-page: e0164323
  issue: 10
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0201
  article-title: Bounded confidence under preferential flip: A coupled dynamics of structural balance and opinions
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0164323
– volume: 24
  start-page: 45
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0276
  article-title: Thirty years of sociodynamics. An integrated strategy of modelling in the social sciences: applications to migration and urban evolution
  publication-title: Chaos, Solitons and Fractals
  doi: 10.1016/S0960-0779(04)00463-1
– start-page: 1255
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0083
  article-title: Termination time of multidimensional Hegselmann-Krause opinion dynamics
– volume: 11
  start-page: 876
  issue: 4
  year: 1983
  ident: 10.1016/j.arcontrol.2018.03.005_bib0061
  article-title: Occupation time limit theorems for the voter model
  publication-title: Annals Probability
  doi: 10.1214/aop/1176993438
– year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_sbref6201
– year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0258
– volume: 2
  start-page: 413
  issue: 4
  year: 1935
  ident: 10.1016/j.arcontrol.2018.03.005_bib0221
  article-title: Outline of a mathematical theory of human relations
  publication-title: Philosophy of Science
  doi: 10.1086/286389
– volume: 43
  start-page: 57
  year: 2018
  ident: 10.1016/j.arcontrol.2018.03.005_bib0077
  article-title: A survey on the fusion process in opinion dynamics
  publication-title: Information Fusion
  doi: 10.1016/j.inffus.2017.11.009
– year: 1938
  ident: 10.1016/j.arcontrol.2018.03.005_bib0222
– volume: 24
  start-page: 251
  year: 1971
  ident: 10.1016/j.arcontrol.2018.03.005_bib0275
  article-title: The statistical description of polarization phenomena in society
  publication-title: British Journal of Mathematical Statistical Psychology
  doi: 10.1111/j.2044-8317.1971.tb00470.x
– volume: 22
  start-page: 630
  issue: 4
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0168
  article-title: An improved energy argument for the Hegselmann–Krause model
  publication-title: Journal of Difference Equations and Applications
  doi: 10.1080/10236198.2015.1115486
– volume: 297
  start-page: 491
  year: 1974
  ident: 10.1016/j.arcontrol.2018.03.005_bib0112
  article-title: The communication problem on graphs and digraphs
  publication-title: Journal of Franklin Institute
  doi: 10.1016/0016-0032(74)90126-4
– volume: 61
  start-page: 1524
  issue: 6
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0217
  article-title: Opinion dynamics in social networks with hostile camps: Consensus vs. polarization
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2015.2471655
– volume: 19
  start-page: 3766
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0238
  article-title: An agent based model for opinion dynamics with random confidence threshold
  publication-title: Communication Nonlinear Science Numerical Simulation
  doi: 10.1016/j.cnsns.2014.03.033
– year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0028
– volume: 5
  start-page: 2
  issue: 3
  year: 2002
  ident: 10.1016/j.arcontrol.2018.03.005_bib0116
  article-title: Opinion dynamics and bounded confidence models, analysis, and simulation
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– volume: 15
  start-page: 447
  issue: 3
  year: 1972
  ident: 10.1016/j.arcontrol.2018.03.005_bib0106
  article-title: A cure for the telephone disease
  publication-title: Canadian Mathematical Bulletin
  doi: 10.4153/CMB-1972-081-0
– volume: 86
  start-page: 490
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0206
  article-title: The noisy Hegselmann–Krause model for opinion dynamics
  publication-title: European Physical Journal B
  doi: 10.1140/epjb/e2013-40777-7
– volume: 34
  start-page: 34
  issue: 3
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0135
  article-title: The PageRank problem, multi-agent consensus and Web aggregation: A systems and control viewpoint
  publication-title: IEEE Control System Magazine
  doi: 10.1109/MCS.2014.2308672
– volume: 18
  start-page: 125
  issue: 2
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0199
  article-title: Coopetitive supply chains: Toward a social ties perspective
  publication-title: Management
– volume: 28
  start-page: 558
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0296
  article-title: Convergence rate of the asymmetric Deffuant–Weisbuch dynamics
  publication-title: Journal System Science Complex
  doi: 10.1007/s11424-015-3240-z
– volume: 19
  start-page: 133
  issue: 2
  year: 1974
  ident: 10.1016/j.arcontrol.2018.03.005_bib0113
  article-title: Efficiency of dissemination of information in one-way and two-way communication networks
  publication-title: Systems Research Behavioral Science
– volume: 73
  start-page: 110
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0179
  article-title: Behaviors of networks with antagonistic interactions and switching topologies
  publication-title: Automatica
  doi: 10.1016/j.automatica.2016.06.022
– year: 2018
  ident: 10.1016/j.arcontrol.2018.03.005_sbref0223
  article-title: Learning influence structure in sparse social networks
  publication-title: IEEE Transactions Control Network System
  doi: 10.1109/TCNS.2017.2781367
– volume: 35
  start-page: 146
  issue: 1–3
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0089
  article-title: Small worlds and cultural polarization
  publication-title: Journal of Mathematics Sociology
  doi: 10.1080/0022250X.2010.532261
– volume: 16
  start-page: 1535
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0091
  article-title: Vector opinion dynamics in a bounded confidence consensus model
  publication-title: International Journal of Modern Physics C
  doi: 10.1142/S0129183105008126
– year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0283
– volume: 31
  start-page: 1072
  issue: 6
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0152
  article-title: Consensus, polarization and clustering of opinions in social networks
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2013.130609
– volume: 377
  start-page: 2333
  issue: 37
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0167
  article-title: Trust in the CODA model: Opinion dynamics and the reliability of other agents
  publication-title: Physica A
– volume: 72
  start-page: 784
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0026
  article-title: Dynamics of political polarization
  publication-title: American Sociological Review
  doi: 10.1177/000312240707200507
– start-page: 18
  issue: Apr.-Jun.
  year: 1976
  ident: 10.1016/j.arcontrol.2018.03.005_bib0144
  article-title: Big omicron and big omega and big theta
  publication-title: SIGACT News
  doi: 10.1145/1008328.1008329
– start-page: 142
  year: 1964
  ident: 10.1016/j.arcontrol.2018.03.005_bib0002
  article-title: Mathematical models of the distribution of attitudes under controversy
– volume: 47
  start-page: 575
  issue: 2
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0039
  article-title: Reaching a consensus in a dynamically changing environment: A graphical approach
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/060657005
– volume: 23
  start-page: 043118
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0292
  article-title: Swarming behaviors in multi-agent systems with nonlinear dynamics
  publication-title: Chaos
  doi: 10.1063/1.4829631
– volume: 63
  start-page: 181
  year: 1956
  ident: 10.1016/j.arcontrol.2018.03.005_bib0095
  article-title: A formal theory of social power
  publication-title: Physchology Review
– volume: 24
  start-page: 6
  issue: 4
  year: 1995
  ident: 10.1016/j.arcontrol.2018.03.005_bib0103
  article-title: The challenge of sociocybernetics
  publication-title: Kybernetes
  doi: 10.1108/03684929510089321
– year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0121
– volume: 257
  start-page: 4165
  issue: 11
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0136
  article-title: Clustering and asymptotic behavior in opinion formation
  publication-title: Journal Differential Equations
  doi: 10.1016/j.jde.2014.08.005
– volume: 1
  start-page: 3
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0008
  article-title: Opinion dynamics and learning in social networks
  publication-title: Dynamic Games Applications
  doi: 10.1007/s13235-010-0004-1
– volume: 62
  start-page: 2270
  issue: 5
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0203
  article-title: Novel multidimensional models of opinion dynamics in social networks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2016.2613905
– volume: 50
  start-page: 11902
  issue: 1
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0289
  article-title: On the analysis of the DeGroot-Friedkin model with dynamic relative interaction matrices
  publication-title: IFAC-PapersOnLine
  doi: 10.1016/j.ifacol.2017.08.1426
– volume: 69
  start-page: 118
  year: 1974
  ident: 10.1016/j.arcontrol.2018.03.005_bib0069
  article-title: Reaching a consensus
  publication-title: Journal of the American Statistical Association
  doi: 10.1080/01621459.1974.10480137
– year: 1957
  ident: 10.1016/j.arcontrol.2018.03.005_bib0088
– volume: 35
  start-page: 40
  issue: 3
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0096
  article-title: The problem of social control and coordination of complex systems in sociology: A look at the community cleavage problem
  publication-title: IEEE Control Systems Magazine
  doi: 10.1109/MCS.2015.2406655
– year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_sbref2201
– year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0228
– volume: 15
  start-page: 43
  issue: 4
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0162
  article-title: Heterogeneous bounds of confidence: Meet, discuss and find consensus
  publication-title: Complexity
  doi: 10.1002/cplx.20295
– volume: 9
  start-page: e99557
  issue: 7
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0009
  article-title: Opinion dynamics with confirmation bias
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0099557
– volume: 85
  start-page: 202
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0212
  article-title: Differential inequalities in multi-agent coordination and opinion dynamics modeling
  publication-title: Automatica
  doi: 10.1016/j.automatica.2017.07.065
– volume: 158
  start-page: 514
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0050
  article-title: An algorithmic approach to collective behavior
  publication-title: Journal Statistical Physics
  doi: 10.1007/s10955-014-1140-6
– volume: 43
  start-page: 1
  year: 1987
  ident: 10.1016/j.arcontrol.2018.03.005_bib0294
  article-title: Balanced decompositions of a signed graph
  publication-title: Journal Combinatorial Theory. Series B.
  doi: 10.1016/0095-8956(87)90026-8
– start-page: 61
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0027
  article-title: On the convergence of the Hegselmann-Krause system
– year: 1992
  ident: 10.1016/j.arcontrol.2018.03.005_bib0141
  article-title: Dynamics of attitude change
– start-page: 227
  year: 2000
  ident: 10.1016/j.arcontrol.2018.03.005_bib0145
  article-title: A discrete nonlinear and non-autonomous model of consensus formation
  publication-title: Communication in Difference Equations
– volume: 9
  start-page: 80
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0146
  article-title: Some recent attempts to simulate the Heider balance problem
  publication-title: Computing in Science and Engineering
  doi: 10.1109/MCSE.2007.85
– start-page: 168
  year: 1959
  ident: 10.1016/j.arcontrol.2018.03.005_bib0110
  article-title: A criterion for unanimity in French’s theory of social power
– volume: 50
  start-page: 243
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0037
  article-title: An Eulerian approach to the analysis of Krause’s consensus models
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/100793177
– volume: 392
  start-page: 5289
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0297
  article-title: Opinion evolution analysis for short-range and long-range DeffuantWeisbuch models
  publication-title: Physica A
  doi: 10.1016/j.physa.2013.07.014
– volume: 60
  start-page: 1886
  issue: 7
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0082
  article-title: Game-theoretic analysis of the Hegselmann-Krause model for opinion dynamics in finite dimensions
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2015.2394954
– volume: 31
  start-page: 595
  issue: 9
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0240
  article-title: The role of persistent graphs in the agreement seeking of social networks
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2013.SUP.0513052
– volume: 78
  start-page: 1201
  issue: 4
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0007
  article-title: Bayesian learning in social networks
  publication-title: Review Economic Studies
  doi: 10.1093/restud/rdr004
– volume: 57
  start-page: 2748
  issue: 7
  year: 2009
  ident: 10.1016/j.arcontrol.2018.03.005_bib0021
  article-title: Broadcast gossip algorithms for consensus
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2009.2016247
– volume: 353
  start-page: 555
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0278
  article-title: Persuasion dynamics
  publication-title: Physica A
  doi: 10.1016/j.physa.2005.01.054
– volume: 350
  start-page: 663
  issue: 6261
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0062
  article-title: The ecology of the microbiome: Networks, competition, and stability
  publication-title: Science
  doi: 10.1126/science.aad2602
– year: 2000
  ident: 10.1016/j.arcontrol.2018.03.005_bib0204
  article-title: Sixty years of Bernoulli convolutions
– volume: 18
  start-page: 319
  issue: 4
  year: 1988
  ident: 10.1016/j.arcontrol.2018.03.005_bib0115
  article-title: A survey of gossiping and broadcasting in communication networks
  publication-title: Networks
  doi: 10.1002/net.3230180406
– volume: 95
  start-page: 215
  issue: 1
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0196
  article-title: Consensus and cooperation in networked multi-agent systems
  publication-title: Proceedings of the IEEE
  doi: 10.1109/JPROC.2006.887293
– volume: 3
  start-page: 286
  issue: 4
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0139
  article-title: The coevolution of appraisal and influence networks leads to structural balance
  publication-title: IEEE Transactions Network Science Engineering
  doi: 10.1109/TNSE.2016.2600058
– volume: 44
  start-page: 61
  issue: 1
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0150
  article-title: Networks in political science: Back to the future
  publication-title: PS: Political Science & Politics
– volume: 57
  start-page: 367
  issue: 3
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0140
  article-title: Opinion dynamics and the evolution of social power in influence networks
  publication-title: SIAM Review
  doi: 10.1137/130913250
– start-page: 162
  year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0163
  article-title: Polarization in dynamic networks: a Hopfield model of emergent structure
– volume: 63
  start-page: 277
  year: 1956
  ident: 10.1016/j.arcontrol.2018.03.005_bib0042
  article-title: Structural balance: A generalization of Heider’s theory
  publication-title: Physchology Review
– year: 1934
  ident: 10.1016/j.arcontrol.2018.03.005_bib0186
– year: 1984
  ident: 10.1016/j.arcontrol.2018.03.005_bib0132
– start-page: 753102
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0197
  article-title: Distributed data clustering via opinion dynamics
  publication-title: International Journal Distributed Sensor Networks
  doi: 10.1155/2015/753102
– volume: 85
  start-page: 448
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0250
  article-title: Noise leads to quasi-consensus of Hegselmann–Krause opinion dynamics
  publication-title: Automatica
  doi: 10.1016/j.automatica.2017.08.008
– start-page: 2996
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0029
  article-title: Convergence in multiagent coordination, consensus, and flocking
– volume: 33
  start-page: 184
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0295
  article-title: Modulus synchronization in a network of nonlinear systems with antagonistic interactions and switching topologies
  publication-title: Communication Nonlinear Science Numerical Simulation
  doi: 10.1016/j.cnsns.2015.09.010
– year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0081
– volume: 55
  start-page: 225
  issue: 1
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0253
  article-title: Consensus over ergodic stationary graph processess
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2009.2034054
– volume: 2
  start-page: 191
  issue: 3
  year: 1972
  ident: 10.1016/j.arcontrol.2018.03.005_bib0025
  article-title: Gossips and telephones
  publication-title: Discrete Mathematics
  doi: 10.1016/0012-365X(72)90001-5
– year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0249
– year: 1965
  ident: 10.1016/j.arcontrol.2018.03.005_bib0111
– volume: 43
  start-page: 65-79
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0218
  article-title: A tutorial on modeling and analysis of dynamic social networks. Part I
  publication-title: Annual Reviews in Control
  doi: 10.1016/j.arcontrol.2017.03.002
– volume: 64
  start-page: 585
  issue: 3
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0243
  article-title: The evolution of beliefs over signed social networks
  publication-title: Operation Research
  doi: 10.1287/opre.2015.1448
– volume: 55
  start-page: 2543
  issue: 4
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0298
  article-title: Multiagent opinion dynamics of bounded confidence with nonlocal aggregative interaction
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/16M1083268
– volume: 45
  start-page: 167
  issue: 2
  year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0192
  article-title: The structure and function of complex networks
  publication-title: SIAM Review
  doi: 10.1137/S003614450342480
– volume: 353
  start-page: 217
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0159
  article-title: A stabilization theorem for dynamics of continuous opinions
  publication-title: Physica A
  doi: 10.1016/j.physa.2005.02.086
– start-page: 1172
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0259
  article-title: Discrete-time opinion dynamics
– volume: 15
  start-page: 733
  year: 1963
  ident: 10.1016/j.arcontrol.2018.03.005_bib0281
  article-title: Products of indecomposable, aperiodic, stochastic matrices
  publication-title: Proceedings of American Mathematical Society
  doi: 10.1090/S0002-9939-1963-0154756-3
– volume: 38
  start-page: 1
  issue: 1
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0006
  article-title: Opinion fluctuations and disagreement in social networks
  publication-title: Mathematical of Operations Research
  doi: 10.1287/moor.1120.0570
– volume: 449
  start-page: 426
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0054
  article-title: Characteristics of successful opinion leaders in a bounded confidence model
  publication-title: Physica A
  doi: 10.1016/j.physa.2015.12.107
– volume: 2
  start-page: 406
  issue: 3
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0269
  article-title: Active sensing of social networks
  publication-title: IEEE Transaction Signal Information Processing Network
– volume: 8
  start-page: 576
  issue: 4
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0267
  article-title: Bounded confidence opinion dynamics in a social network of bayesian decision makers
  publication-title: IEEE Journal Selected Topics Signal Processing
  doi: 10.1109/JSTSP.2014.2309945
– volume: 1
  issue: 4
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_sbref0284
  article-title: Binary opinion dynamics with stubborn agents
  publication-title: ACM Transactions on Economics and Computation
  doi: 10.1145/2538508
– volume: 11
  start-page: e0157948
  issue: 6
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0254
  article-title: Discrepancy and disliking do not induce negative opinion shifts
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0157948
– volume: 24
  start-page: 2
  issue: 7
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0092
  article-title: Distributed randomized algorithms for opinion formation, centrality computation and power systems estimation: A tutorial overview
  publication-title: European Journal of Control
  doi: 10.1016/j.ejcon.2015.04.002
– volume: 2
  start-page: 78
  issue: 1
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0225
  article-title: Ergodic randomized algorithms and dynamics over networks
  publication-title: IEEE Transaction Control of Network System
  doi: 10.1109/TCNS.2014.2367571
– volume: 14
  start-page: 89
  year: 1977
  ident: 10.1016/j.arcontrol.2018.03.005_bib0047
  article-title: Towards consensus: Some convergence theorems on repeated averaging
  publication-title: Journal of Applied Probability
  doi: 10.2307/3213262
– volume: 33
  start-page: 129
  year: 2009
  ident: 10.1016/j.arcontrol.2018.03.005_bib0001
  article-title: Structural balance: a dynamic perspective
  publication-title: Journal of Mathematical Society
  doi: 10.1080/00222500902718239
– start-page: 543
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0046
  article-title: A bounded confidence model that preserves the signs of the opinions
– year: 1982
  ident: 10.1016/j.arcontrol.2018.03.005_bib0175
– year: 1953
  ident: 10.1016/j.arcontrol.2018.03.005_bib0129
– volume: 95
  start-page: 58006
  issue: 5
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0126
  article-title: General coevolution of topology and dynamics in networks
  publication-title: EPL (Europhys. Letters)
  doi: 10.1209/0295-5075/95/58006
– volume: 113
  start-page: 554
  issue: 3
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0070
  article-title: The spreading of misinformation online
  publication-title: PNAS
  doi: 10.1073/pnas.1517441113
– volume: 50
  start-page: 169
  issue: 2
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0185
  article-title: Stability of multiagent systems with time-dependent communication links
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2004.841888
– volume: 50
  start-page: 11896
  issue: 1
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0219
  article-title: Opinion evolution in time-varying social influence networks with prejudiced agents
  publication-title: IFAC PapersOnline
  doi: 10.1016/j.ifacol.2017.08.1424
– year: 1985
  ident: 10.1016/j.arcontrol.2018.03.005_bib0138
– volume: 50
  start-page: 2763
  issue: 5
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0180
  article-title: Opinion dynamics in heterogeneous networks: Convergence conjectures and theorems
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/11082751X
– volume: 62
  start-page: 2080
  issue: 5
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0291
  article-title: Distributed algorithms for computation of centrality measures in complex networks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2016.2604373
– volume: 390
  start-page: 2945
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0148
  article-title: Dynamics of bounded confidence opinion in heterogeneous social networks: Concord against partial antagonism
  publication-title: Physica A
  doi: 10.1016/j.physa.2011.03.037
– year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0210
  article-title: Consensus in multi-agent systems
– year: 1954
  ident: 10.1016/j.arcontrol.2018.03.005_bib0280
– year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0237
– volume: 55
  start-page: 1987
  issue: 9
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0134
  article-title: Distributed randomized algorithms for the PageRank computation
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2010.2042984
– volume: 60
  start-page: 2416
  issue: 9
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0273
  article-title: The Hegselmann–Krause dynamics for the continuous-agent model and a regular opinion function do not always lead to consensus
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2015.2396643
– volume: 6
  start-page: 2
  issue: 1
  year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0262
  article-title: Attitude dynamics with limited verbalisation capabilities
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– start-page: 549
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0133
  article-title: Piecewise quadratic stability of consensus in heterogeneous opinion dynamics
– volume: 4
  start-page: 301
  issue: 3
  year: 1991
  ident: 10.1016/j.arcontrol.2018.03.005_bib0108
  article-title: The relationship between knowledge, belief, and certainty
  publication-title: Annals of Mathematics and Artificial Intelligence
  doi: 10.1007/BF01531062
– volume: 3
  start-page: 643
  issue: 4
  year: 1975
  ident: 10.1016/j.arcontrol.2018.03.005_bib0127
  article-title: Ergodic theorems for weakly interacting infinite systems and the voter model
  publication-title: The Annals of Probability
  doi: 10.1214/aop/1176996306
– volume: 16
  start-page: 1277
  issue: 5
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0208
  article-title: Nonlinear consensus algorithms with uncertain couplings
  publication-title: Asian Journal of Control
  doi: 10.1002/asjc.838
– volume: 17
  start-page: 033031
  issue: 3
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0171
  article-title: Opinion control in complex networks
  publication-title: New Journal Physics
  doi: 10.1088/1367-2630/17/3/033031
– year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0227
– volume: 62
  start-page: 3905
  issue: 8
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0052
  article-title: Inertial Hegselmann-Krause systems
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2016.2644266
– year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0100
– start-page: 245
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0080
  article-title: Extending the Hegselmann–Krause model II
– year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0190
– volume: 90
  start-page: 8
  year: 2018
  ident: 10.1016/j.arcontrol.2018.03.005_bib0178
  article-title: Uniform convergence for signed networks under directed switching topologies
  publication-title: Automatica
  doi: 10.1016/j.automatica.2017.12.028
– volume: 54
  start-page: 233
  year: 1958
  ident: 10.1016/j.arcontrol.2018.03.005_bib0107
  article-title: Weak ergodicity in non-homogeneous Markov chains
  publication-title: Proceedings of the Cambridge Philosophical Society
  doi: 10.1017/S0305004100033399
– volume: 51
  start-page: 401
  issue: 3
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0195
  article-title: Flocking for multi-agent dynamic systems: algorithms and theory
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2005.864190
– volume: 2
  start-page: 72
  issue: 4
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0284
  article-title: Opinion dynamics: A multidisciplinary review and perspective on future research
  publication-title: International Journal Knowledge Systems Science
  doi: 10.4018/jkss.2011100106
– volume: 51
  start-page: 1207
  issue: 7
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0282
  article-title: Synchronization and convergence of linear dynamics in random directed networks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2006.878783
– volume: 31
  start-page: 1061
  issue: 6
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0241
  article-title: How agreement and disagreement evolve over random dynamic networks
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2013.130608
– volume: 19
  start-page: 188
  issue: 3
  year: 1971
  ident: 10.1016/j.arcontrol.2018.03.005_bib0257
  article-title: On a telephone problem
  publication-title: Nieuw Archief voor Wiskunde
– volume: 60
  start-page: 342
  issue: 2
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0013
  article-title: Predictable dynamics of opinion forming for networks with antagonistic interactions
  publication-title: IEEE Transactions on Automatic Control
  doi: 10.1109/TAC.2014.2343371
– year: 2001
  ident: 10.1016/j.arcontrol.2018.03.005_bib0104
– volume: 75
  start-page: 1226
  issue: 96
  year: 1995
  ident: 10.1016/j.arcontrol.2018.03.005_bib0268
  article-title: Novel type of phase transition in a system of self-driven particles
  publication-title: Physical Review Letters
  doi: 10.1103/PhysRevLett.75.1226
– volume: 55
  start-page: 1471
  issue: 6
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0200
  article-title: Effects of delay in multi-agent consensus and oscillator synchronization
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2010.2044274
– start-page: 206
  year: 1964
  ident: 10.1016/j.arcontrol.2018.03.005_bib0059
  article-title: The nature of belief systems in mass publics
– volume: 49
  start-page: 2928
  issue: 9
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0207
  article-title: Average consensus in networks with nonlinearly delayed couplings and switching topology
  publication-title: Automatica
  doi: 10.1016/j.automatica.2013.06.007
– start-page: 2252
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0231
  article-title: Lyapunov analysis of quadratically symmetric neighborhood consensus algorithms
– volume: 50
  start-page: 622
  issue: 2
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0288
  article-title: Opinion consensus of modified Hegselmann–Krause models
  publication-title: Automatica
  doi: 10.1016/j.automatica.2013.11.031
– volume: 53
  start-page: 1826
  issue: 8
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0038
  article-title: Agreeing asynchronously
  publication-title: IEEE Transaction Automation Control
  doi: 10.1109/TAC.2008.929387
– year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0272
– volume: 32
  start-page: 52
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0076
  article-title: Dynamics of linguistic opinion formation in bounded confidence model
  publication-title: Information Fusion
  doi: 10.1016/j.inffus.2016.03.001
– start-page: 3475
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0202
  article-title: A new model of opinion dynamics for social actors with multiple interdependent attitudes and prejudices
– year: 2004
  ident: 10.1016/j.arcontrol.2018.03.005_bib0094
– volume: 19
  start-page: 1
  issue: 4
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0154
  article-title: Dynamics of uncertain opinion formation: An agent-based simulation
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
  doi: 10.18564/jasss.3111
– year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0142
– year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0137
– volume: 33
  start-page: 385
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0293
  article-title: Distributed control of multiple non-holonomic robots with sector vision and range-only measurements for target capturing with collision avoidance
  publication-title: Robotica
  doi: 10.1017/S0263574714000320
– volume: 354
  start-page: 321
  issue: 6310
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0101
  article-title: Network science on belief system dynamics under logic constraints
  publication-title: Science
  doi: 10.1126/science.aag2624
– volume: 11
  start-page: 1157
  issue: 06
  year: 2000
  ident: 10.1016/j.arcontrol.2018.03.005_bib0251
  article-title: Opinion evolution in closed community
  publication-title: International Journal of Modern Physics C
  doi: 10.1142/S0129183100000936
– volume: 11
  start-page: e0157685
  issue: 6
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0266
  article-title: Modelling influence and opinion evolution in online collective behaviour
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0157685
– start-page: 2153
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0012
  article-title: A continuous-time dynamical system that can sort agents through distributed protocols
– volume: 3
  start-page: 444
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0098
  article-title: A theory of the evolution of social power: natural trajectories of interpersonal influence systems along issue sequences
  publication-title: Social Science
– volume: 13
  start-page: 425
  issue: 1
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0181
  article-title: Eulerian opinion dynamics with bounded confidence and exogenous inputs
  publication-title: SIAM Journal Applied Dynamics Systems
  doi: 10.1137/130934040
– start-page: 2003
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0213
  article-title: Modulus consensus in discrete-time signed networks and properties of special recurrent inequalities
– volume: 83
  start-page: 1420
  issue: 6
  year: 1978
  ident: 10.1016/j.arcontrol.2018.03.005_bib0105
  article-title: Threshold models of collective behavior
  publication-title: American Journal of Sociology
  doi: 10.1086/226707
– start-page: 1
  year: 1967
  ident: 10.1016/j.arcontrol.2018.03.005_bib0003
  article-title: Mathematical models in social psychology
  doi: 10.1016/S0065-2601(08)60341-X
– volume: 55
  start-page: 101
  issue: 12
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0049
  article-title: Natural algorithms and influence systems
  publication-title: Communication of the ACM
  doi: 10.1145/2380656.2380679
– year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0172
– volume: 56
  start-page: 1058
  issue: 2
  year: 2018
  ident: 10.1016/j.arcontrol.2018.03.005_bib0045
  article-title: Consensus and disagreement: The role of quantized behaviors in opinion dynamics
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/16M1083402
– volume: 7
  start-page: e38135
  issue: 6
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0010
  article-title: Dynamics of opinion forming in structurally balanced social networks
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0038135
– volume: 68
  start-page: 319
  issue: 3
  year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0165
  article-title: Culture and competition: Homophily and distancing explanations for cultural niches
  publication-title: American Sociological Review
  doi: 10.1177/000312240306800302
– volume: 3
  start-page: 87
  year: 2001
  ident: 10.1016/j.arcontrol.2018.03.005_bib0067
  article-title: Mixing beliefs among interacting agents
  publication-title: Advances in Complex Systems
  doi: 10.1142/S0219525900000078
– volume: 18
  start-page: 1819
  issue: 12
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0161
  article-title: Continuous opinion dynamics under bounded confidence: a survey
  publication-title: International Journal of Modern Physics C
  doi: 10.1142/S0129183107011789
– year: 1994
  ident: 10.1016/j.arcontrol.2018.03.005_bib0271
– start-page: 1872
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0174
  article-title: Stability of continuous-time consensus algorithms for switching networks with bidirectional interaction
– start-page: 2112
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_sbref0213
  article-title: Consensus and polarization in Altafini’s model with bidirectional time-varying network topologies
– start-page: 68
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0191
  article-title: Multi-dimensional Hegselmann-Krause dynamics
– volume: 52
  start-page: 2508
  issue: 6
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0033
  article-title: Randomized gossip algorithms
  publication-title: IEEE Transaction Information Theory
  doi: 10.1109/TIT.2006.874516
– volume: 50
  start-page: 11920
  issue: 1
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0255
  article-title: Consensus stability in the Hegselmann–Krause model with coopetition and cooperosity
  publication-title: IFAC-PapersOnLine
  doi: 10.1016/j.ifacol.2017.08.1438
– volume: 77
  start-page: 1711
  issue: 10
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0214
  article-title: Problems and methods of network control
  publication-title: Automatic Remote Control
  doi: 10.1134/S0005117916100015
– volume: 2
  start-page: 746
  year: 2012
  ident: 10.1016/j.arcontrol.2018.03.005_bib0230
  article-title: Swarming and pattern formation due to selective attraction and repulsion
  publication-title: Interface Focus
  doi: 10.1098/rsfs.2012.0030
– volume: 3
  start-page: 46
  issue: 1
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0285
  article-title: Structural balance and opinion separation in trust–mistrust social networks
  publication-title: IEEE Transaction on Control of Networks
  doi: 10.1109/TCNS.2015.2437528
– volume: 420
  start-page: 73
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0205
  article-title: Mass media and heterogeneous bounds of confidence in continuous opinion dynamics
  publication-title: Physica A
  doi: 10.1016/j.physa.2014.10.089
– volume: 2
  start-page: 143
  year: 1953
  ident: 10.1016/j.arcontrol.2018.03.005_bib0109
  article-title: On the notion of balance of a signed graph
  publication-title: Michigan Mathematical Journal
  doi: 10.1307/mmj/1028989917
– volume: 99
  start-page: 1505
  issue: 9
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0158
  article-title: Deterministic gossiping
  publication-title: Proceedings of the IEEE
  doi: 10.1109/JPROC.2011.2159689
– volume: 66
  start-page: 94
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0264
  article-title: On the consensus and bipartite consensus in high-order multi-agent dynamical systems with antagonistic interactions
  publication-title: Systems Control Letters
  doi: 10.1016/j.sysconle.2014.01.006
– volume: 46
  start-page: 288
  issue: 1
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0155
  article-title: State agreement for continuous-time coupled nonlinear systems
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/050626405
– volume: 9
  start-page: 13
  issue: 1
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0232
  article-title: A continuous opinion dynamics model based on the principle of meta-contrast
  publication-title: Journal of Artifical Societies and Social Simulation (JASSS)
– year: 1947
  ident: 10.1016/j.arcontrol.2018.03.005_bib0246
– volume: 8
  start-page: 222
  issue: 4
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0198
  article-title: The analysis of social networks
  publication-title: Health Servics Outcomes Research Methodology
  doi: 10.1007/s10742-008-0041-z
– volume: 61
  start-page: 2484
  issue: 9
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0166
  article-title: Continuous-time consensus under non-instantaneous reciprocity
  publication-title: IEEE Transactions Automatics Control
  doi: 10.1109/TAC.2015.2506262
– volume: 56
  start-page: 1593
  issue: 7
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0260
  article-title: On ergodicity, infinite flow, and consensus in random models
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2010.2091174
– year: 1993
  ident: 10.1016/j.arcontrol.2018.03.005_bib0143
– volume: 61
  start-page: 3755
  issue: 12
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0177
  article-title: Interval bipartite consensus of networked agents associated with signed digraphs
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2016.2528539
– volume: 50
  start-page: 1867
  issue: 11
  year: 2005
  ident: 10.1016/j.arcontrol.2018.03.005_bib0114
  article-title: Agreement over random networks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2005.858670
– volume: 224
  start-page: 130
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0018
  article-title: Social balance on networks: the dynamics of friendship and enmity
  publication-title: Physica D
  doi: 10.1016/j.physd.2006.09.028
– start-page: 874
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0030
  article-title: On the 2R conjecture for multi-agent systems
– volume: 419
  start-page: 558
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0102
  article-title: Opinion dynamics of modified Hegselmann–Krause model in a group-based population with heterogeneous bounded confidence
  publication-title: Physica A
  doi: 10.1016/j.physa.2014.10.045
– start-page: 2118
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0122
  article-title: A lifting approach to models of opinion dynamics with antagonisms
– volume: 21
  start-page: 25
  issue: 4
  year: 1987
  ident: 10.1016/j.arcontrol.2018.03.005_bib0229
  article-title: Flocks, herds, and schools: A distributed behavioral model
  publication-title: Computer Graphics
  doi: 10.1145/37402.37406
– volume: 53
  start-page: 478
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0274
  article-title: A quadratic lower bound for the convergence rate in the one-dimensional Hegselmann–Krause bounded confidence dynamics
  publication-title: Discrete Computer Geometry
  doi: 10.1007/s00454-014-9657-7
– volume: 49
  start-page: 873
  issue: 4
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0156
  article-title: Analysis of accelerated gossip algorithms
  publication-title: Automatica
  doi: 10.1016/j.automatica.2013.01.001
– volume: 45
  start-page: 1537
  issue: 8
  year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0215
  article-title: Popov-type criterion for consensus in nonlinearly coupled networks
  publication-title: IEEE Transactions Cybernetics
  doi: 10.1109/TCYB.2014.2354519
– volume: 47
  start-page: 601
  issue: 2
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0040
  article-title: Reaching a consensus in a dynamically changing environment: convergence rates, measurement delays, and asynchronous events
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/060657029
– volume: 53
  start-page: 791
  issue: 3
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0252
  article-title: A necessary and sufficient condition for consensus over random networks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2008.917743
– volume: 5
  start-page: 1
  issue: 4
  year: 2002
  ident: 10.1016/j.arcontrol.2018.03.005_bib0068
  article-title: How can extremism prevail? A study based on the relative agreement interaction model
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
– volume: 59
  start-page: 2475
  issue: 9
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_bib0053
  article-title: The forest consensus theorem
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2014.2304369
– volume: 9
  start-page: 8
  issue: 1
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0160
  article-title: Consensus strikes back in the Hegselmann-Krause model of continuous opinion dynamics under bounded confidence
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
– volume: 35
  start-page: 375
  issue: 3/4
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0024
  article-title: Sociocybernetics and social entropy theory
  publication-title: Kybernetes
  doi: 10.1108/03684920610653683
– year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_sbref3201
– volume: 81
  start-page: 591
  year: 2009
  ident: 10.1016/j.arcontrol.2018.03.005_bib0043
  article-title: Statistical physics of social dynamics
  publication-title: Review Modern Physics
  doi: 10.1103/RevModPhys.81.591
– volume: 114
  start-page: 11380
  issue: 43
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0097
  article-title: How truth wins in opinion dynamics along issue sequences
  publication-title: PNAS
  doi: 10.1073/pnas.1710603114
– volume: 20
  start-page: 6
  issue: 2
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0087
  article-title: How, when and where can spatial segregation induce opinion polarization? two competing models
  publication-title: Journal Artificial Societies and Social Simulation (JASSS)
  doi: 10.18564/jasss.3419
– start-page: 763
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0125
  article-title: Open multi-agent systems: Gossiping with random arrivals and departures
– year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_bib0019
– year: 2015
  ident: 10.1016/j.arcontrol.2018.03.005_sbref4201
– year: 1996
  ident: 10.1016/j.arcontrol.2018.03.005_bib0244
– volume: 166
  start-page: 1209
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0270
  article-title: Noisy Hegselmann-Krause systems: Phase transition and the 2R-conjecture
  publication-title: Journal Statistical Physics
  doi: 10.1007/s10955-017-1718-x
– year: 1951
  ident: 10.1016/j.arcontrol.2018.03.005_bib0187
– volume: 17
  start-page: 1521
  issue: 10
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0164
  article-title: Sociocybernetics and social entropy theory
  publication-title: International Journal Modern Physics C
  doi: 10.1142/S0129183106009850
– volume: 108
  start-page: 20953
  issue: 52
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0084
  article-title: Computing global structural balance in large-scale signed social networks
  publication-title: PNAS
  doi: 10.1073/pnas.1109521108
– volume: 26
  start-page: 634
  issue: 4
  year: 2008
  ident: 10.1016/j.arcontrol.2018.03.005_bib0085
  article-title: Randomized consensus algorithms over large scale networks
  publication-title: IEEE Journals Selected Areas Communication
  doi: 10.1109/JSAC.2008.080506
– volume: 54
  start-page: 2893
  issue: 5
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0123
  article-title: On symmetric continuum opinion dynamics
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/130943923
– volume: 54
  start-page: 2586
  issue: 11
  year: 2009
  ident: 10.1016/j.arcontrol.2018.03.005_bib0031
  article-title: On Krause’s multiagent consensus model with state-dependent connectivity
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2009.2031211
– volume: 52
  start-page: 863
  issue: 5
  year: 2007
  ident: 10.1016/j.arcontrol.2018.03.005_bib0256
  article-title: Flocking in fixed and switching networks
  publication-title: IEEE Transactions Automatic Control
  doi: 10.1109/TAC.2007.895948
– ident: 10.1016/j.arcontrol.2018.03.005_bib0035
– volume: 25
  start-page: 17
  year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0131
  article-title: Some dynamics of social balance processes: bringing Heider back into balance theory
  publication-title: Social Networks
  doi: 10.1016/S0378-8733(02)00019-9
– volume: 48
  start-page: 5214
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0032
  article-title: Continuous-time average-preserving opinion dynamics with opinion-dependent communications
  publication-title: SIAM Journal Control Optimization
  doi: 10.1137/090766188
– volume: 27
  start-page: 415
  year: 2001
  ident: 10.1016/j.arcontrol.2018.03.005_bib0176
  article-title: Birds of a feather: Homophily in social networks
  publication-title: Annual Review Sociology
  doi: 10.1146/annurev.soc.27.1.415
– volume: 343
  start-page: 725
  year: 2004
  ident: 10.1016/j.arcontrol.2018.03.005_bib0014
  article-title: The role of network topology on extremism propagation with the relative agreement opinion dynamics
  publication-title: Physica A
  doi: 10.1016/j.physa.2004.06.102
– volume: 41
  start-page: 203
  year: 1997
  ident: 10.1016/j.arcontrol.2018.03.005_bib0020
  article-title: The dissemination of culture: A model with local convergence and global polarization
  publication-title: Journal of Conflict Resolution
  doi: 10.1177/0022002797041002001
– volume: 410
  start-page: 268
  year: 2001
  ident: 10.1016/j.arcontrol.2018.03.005_bib0248
  article-title: Exploring complex networks
  publication-title: Nature
  doi: 10.1038/35065725
– volume: 151
  start-page: 131
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0041
  article-title: The role of noise and initial conditions in the asymptotic solution of a bounded confidence, continuous-opinion model
  publication-title: Journal Statistical Physics
  doi: 10.1007/s10955-012-0635-2
– volume: 57
  start-page: 213
  issue: 1
  year: 2010
  ident: 10.1016/j.arcontrol.2018.03.005_bib0153
  article-title: Consensus of multiagent systems and synchronization of complex networks: A unified viewpoint
  publication-title: IEEE Transaction on Circuits and Systems - I
– volume: 51
  start-page: 358
  year: 1944
  ident: 10.1016/j.arcontrol.2018.03.005_bib0119
  article-title: Social perception and phenomenal causality
  publication-title: Psychological Review
  doi: 10.1037/h0055425
– volume: 19
  start-page: 7
  issue: 4
  year: 2016
  ident: 10.1016/j.arcontrol.2018.03.005_bib0147
  article-title: Robust clustering in generalized bounded confidence models
  publication-title: Journal Artificial Societies and Social Simulation
  doi: 10.18564/jasss.3220
– volume: 108
  start-page: 1771
  issue: 5
  year: 2011
  ident: 10.1016/j.arcontrol.2018.03.005_bib0169
  article-title: Continuous-time model of structural balance
  publication-title: PNAS
  doi: 10.1073/pnas.1013213108
– year: 2003
  ident: 10.1016/j.arcontrol.2018.03.005_bib0071
– year: 1947
  ident: 10.1016/j.arcontrol.2018.03.005_bib0224
– volume: 27
  start-page: 083113
  year: 2017
  ident: 10.1016/j.arcontrol.2018.03.005_bib0287
  article-title: Analysis and application of opinion model with multiple topic interactions
  publication-title: Chaos
  doi: 10.1063/1.4998736
– volume: 9
  start-page: 8
  issue: 3
  year: 2006
  ident: 10.1016/j.arcontrol.2018.03.005_bib0066
  article-title: Comparing extremism propagation patterns in continuous opinion models
  publication-title: Journal of Artificial Societies and Social Simulation (JASSS)
– start-page: 212
  year: 2013
  ident: 10.1016/j.arcontrol.2018.03.005_bib0093
  article-title: Gossips and prejudices: Ergodic randomized dynamics in social networks
– start-page: 849
  year: 2014
  ident: 10.1016/j.arcontrol.2018.03.005_sbref0206
  article-title: Opinion dynamics using Altafini’s model with a time-varying directed graph
– volume: 7
  start-page: 55
  issue: 3
  year: 2002
  ident: 10.1016/j.arcontrol.2018.03.005_bib0279
  article-title: Meet, discuss, and segregate!
  publication-title: Complexity
  doi: 10.1002/cplx.10031
SSID ssj0002215
Score 2.6124701
SecondaryResourceType review_article
Snippet Recent years have witnessed a significant trend towards filling the gap between Social Network Analysis (SNA) and control theory. This trend was enabled by the...
SourceID crossref
elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage 166
SubjectTerms Distributed algorithms
Multi-agent systems
Opinion dynamics
Social network
Title A tutorial on modeling and analysis of dynamic social networks. Part II
URI https://dx.doi.org/10.1016/j.arcontrol.2018.03.005
Volume 45
WOSCitedRecordID wos000437957800011&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  issn: 1367-5788
  databaseCode: AIEXJ
  dateStart: 19960101
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.sciencedirect.com
  omitProxy: false
  ssIdentifier: ssj0002215
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LS8NAEF6k9aAH32J9sQdvJSVpdvPwVsRHRMSDSm-h2e6CD5LSxtKf72z2YaqF6kEKoQ3sZtvv68zsZPINQmeMdD0iuJRCdIlDBGxYY04Dh_kU4mXqCreSFHq-C-_vo34_ftDtjiZVO4Ewz6PZLB79K9RwDsCWj87-AW47KZyA9wA6HAF2OP4K-F67lLoEMhMOyFadbsyDiIOaAslQtaI3SfNclYNPOhBTjst2ktSjVi3Cr5VL21XpelXhbg0r-No3WNvLWzHVkgRw7eeOzQtIAayvQu6inmuYM4w-GFT4d0d1y0lozfR5QVDzop5qAvrDQKtcwWsHoFULldV1kdKZpV8-ydyH_-aqbAGhqU17Te1EqZwodf20krRtdkMaRw3U7CWX_Vvrm7vdqqeF_TZzFX8L17Q4XqnFII9baENvHnBPgb6NVni-gzZNYw6s7fQOWq-pTO6i6x42jMBFjg0jMDACG0bgQmDNCKwYgS0jsGQETpI99HR1-Xhx4-j-GQ4jvls6AXGJCInLBRPDAFwT90IeZN5Q3g6POckClkG0x-WuUsQDQT3GCYMNpMfFUHjM30eNvMj5AcKChz7lYeZnMSGhlDgi4Cl5RgfUH8CrhQLzK6VMi8vLHifv6RKkWsi1A0dKX2X5kHMDQ6rDRBX-pUCyZYMP_369I7QmP6m82zFqlOMPfoJW2bR8mYxPNcM-AUbFjzw
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+tutorial+on+modeling+and+analysis+of+dynamic+social+networks.+Part+II&rft.jtitle=Annual+reviews+in+control&rft.au=Proskurnikov%2C+Anton+V.&rft.au=Tempo%2C+Roberto&rft.date=2018&rft.issn=1367-5788&rft.volume=45&rft.spage=166&rft.epage=190&rft_id=info:doi/10.1016%2Fj.arcontrol.2018.03.005&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_arcontrol_2018_03_005
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1367-5788&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1367-5788&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1367-5788&client=summon