A Reduced Half Thresholding Algorithm

In this paper, a reduced half thresholding algorithm and its accelerated version, a reduced fast half thresholding algorithm, are proposed for solving large-scale L 1 / 2 -regularized problems. At each iteration, the large-scale original problem is reduced into a sequence of small-scale subproblems,...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Journal of scientific computing Jg. 96; H. 2
Hauptverfasser: Liang, Xiubo, Wang, Guoqiang, Yu, Bo
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York Springer US 01.08.2023
Schlagworte:
ISSN:0885-7474, 1573-7691
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract In this paper, a reduced half thresholding algorithm and its accelerated version, a reduced fast half thresholding algorithm, are proposed for solving large-scale L 1 / 2 -regularized problems. At each iteration, the large-scale original problem is reduced into a sequence of small-scale subproblems, and the subproblems are solved by the (fast) half thresholding algorithm. Global convergence of the reduced half thresholding algorithm is proven, and two techniques: the Newton acceleration technique and the shrinking technique are presented to improve the performance. Compared with the state-of-the-art algorithms, the numerical results show that the presented algorithms are promising. As an example, our algorithms are efficient to recover the signal recovery problem with 19,264,097 samples and signal length 29,890,095
AbstractList In this paper, a reduced half thresholding algorithm and its accelerated version, a reduced fast half thresholding algorithm, are proposed for solving large-scale L 1 / 2 -regularized problems. At each iteration, the large-scale original problem is reduced into a sequence of small-scale subproblems, and the subproblems are solved by the (fast) half thresholding algorithm. Global convergence of the reduced half thresholding algorithm is proven, and two techniques: the Newton acceleration technique and the shrinking technique are presented to improve the performance. Compared with the state-of-the-art algorithms, the numerical results show that the presented algorithms are promising. As an example, our algorithms are efficient to recover the signal recovery problem with 19,264,097 samples and signal length 29,890,095
ArticleNumber 61
Author Liang, Xiubo
Yu, Bo
Wang, Guoqiang
Author_xml – sequence: 1
  givenname: Xiubo
  surname: Liang
  fullname: Liang, Xiubo
  organization: School of Mathematical Sciences, Dalian University of Technology
– sequence: 2
  givenname: Guoqiang
  surname: Wang
  fullname: Wang, Guoqiang
  organization: Beijing Academy of Artificial Intelligence
– sequence: 3
  givenname: Bo
  orcidid: 0000-0002-0898-8493
  surname: Yu
  fullname: Yu, Bo
  email: yubo@dlut.edu.cn
  organization: School of Mathematical Sciences, Dalian University of Technology
BookMark eNp9jz1PwzAQhi1UJNLCH2DKwmg420lsj1UFFKkSEiqz5fgjSZU6yE4H_j0pYWLocDqddM_76lmiRRiCQ-iewCMB4E-JgCQlBsqmoSVgcoUyUnKGeSXJAmUgRIl5wYsbtEzpAABSSJqhh3X-4ezJOJtvde_zfRtdaofedqHJ130zxG5sj7fo2us-ubu_vUKfL8_7zRbv3l_fNusdNlSSERcSph5pPRPWFyBqWkvOnK2NYY77isvzTZmVtaPeCmJkZbV3RNZCcyjYCok518Qhpei8Mt2ox24IY9Rdrwios66addWkq351FZlQ-g_9it1Rx-_LEJuhND2HxkV1GE4xTIqXqB9L7mix
CitedBy_id crossref_primary_10_1016_j_neucom_2025_130291
Cites_doi 10.1088/0266-5611/24/3/035020
10.1137/S0097539792240406
10.1109/LSP.2007.898300
10.1137/140952363
10.1137/140967982
10.1038/381607a0
10.1137/13090540X
10.1198/016214501753382273
10.1007/s10107-012-0613-0
10.1109/TNNLS.2012.2197412
10.1007/s10208-009-9045-5
10.1002/cpa.20124
10.1007/s10107-012-0629-5
10.1109/TIT.2008.924688
10.1214/07-AOS582
10.1109/JSTSP.2010.2042412
10.1016/j.sigpro.2012.12.017
10.1137/19M1243828
10.1198/016214506000000735
10.1109/TIT.2005.858979
10.1007/s10208-004-0162-x
10.1007/s00454-005-1220-0
10.1007/s10107-004-0552-5
10.1002/cpa.20042
10.1137/080716542
10.1109/TIT.2006.871582
10.1109/TIT.2005.862083
10.1109/78.258082
10.1007/b98874
10.1109/TIT.2007.909108
10.7551/mitpress/7503.003.0105
10.1016/j.acha.2008.07.002
10.1007/978-3-642-54774-4_4
10.3724/SP.J.1004.2012.01225
10.1111/j.2517-6161.1996.tb02080.x
10.1109/ISBI.2009.5193034
10.1016/j.apnum.2020.07.006
ContentType Journal Article
Copyright The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
Copyright_xml – notice: The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
DBID AAYXX
CITATION
DOI 10.1007/s10915-023-02250-1
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
Mathematics
EISSN 1573-7691
ExternalDocumentID 10_1007_s10915_023_02250_1
GrantInformation_xml – fundername: National Natural Science Foundation of China
  grantid: 11971092
  funderid: http://dx.doi.org/10.13039/501100001809
– fundername: Postdoctoral Research Foundation of China
  grantid: 2019M660444
  funderid: http://dx.doi.org/10.13039/501100010031
GroupedDBID -52
-5D
-5G
-BR
-EM
-Y2
-~C
-~X
.86
.DC
.VR
06D
0R~
0VY
199
1N0
1SB
2.D
203
28-
29L
2J2
2JN
2JY
2KG
2KM
2LR
2P1
2VQ
2~H
30V
4.4
406
408
409
40D
40E
53G
5GY
5QI
5VS
67Z
6NX
78A
8TC
8UJ
95-
95.
95~
96X
AAAVM
AABHQ
AACDK
AAHNG
AAIAL
AAJBT
AAJKR
AANZL
AARHV
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYTO
AAYZH
ABAKF
ABBBX
ABBXA
ABDZT
ABECU
ABFTD
ABFTV
ABHLI
ABHQN
ABJNI
ABJOX
ABKCH
ABKTR
ABMNI
ABMQK
ABNWP
ABQBU
ABQSL
ABSXP
ABTEG
ABTHY
ABTKH
ABTMW
ABULA
ABWNU
ABXPI
ACAOD
ACBXY
ACDTI
ACGFS
ACHSB
ACHXU
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACPIV
ACZOJ
ADHHG
ADHIR
ADIMF
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEBTG
AEFIE
AEFQL
AEGAL
AEGNC
AEJHL
AEJRE
AEKMD
AEMSY
AENEX
AEOHA
AEPYU
AESKC
AETLH
AEVLU
AEXYK
AFBBN
AFEXP
AFFNX
AFGCZ
AFKRA
AFLOW
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGGDS
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AGWIL
AGWZB
AGYKE
AHAVH
AHBYD
AHKAY
AHSBF
AHYZX
AI.
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
ALMA_UNASSIGNED_HOLDINGS
ALWAN
AMKLP
AMXSW
AMYLF
AMYQR
AOCGG
ARAPS
ARMRJ
ASPBG
AVWKF
AXYYD
AYJHY
AZFZN
B-.
BA0
BAPOH
BBWZM
BDATZ
BENPR
BGLVJ
BGNMA
BSONS
CAG
CCPQU
COF
CS3
CSCUP
DDRTE
DL5
DNIVK
DPUIP
DU5
EBLON
EBS
EIOEI
EJD
ESBYG
F5P
FEDTE
FERAY
FFXSO
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FWDCC
GGCAI
GGRSB
GJIRD
GNWQR
GQ6
GQ7
GQ8
GXS
H13
HCIFZ
HF~
HG5
HG6
HMJXF
HQYDN
HRMNR
HVGLF
HZ~
H~9
I09
IHE
IJ-
IKXTQ
IWAJR
IXC
IXD
IXE
IZIGR
IZQ
I~X
I~Z
J-C
J0Z
JBSCW
JCJTX
JZLTJ
K7-
KDC
KOV
KOW
LAK
LLZTM
M4Y
MA-
N2Q
N9A
NB0
NDZJH
NPVJJ
NQJWS
NU0
O9-
O93
O9G
O9I
O9J
OAM
OVD
P19
P2P
P9R
PF-
PT4
PT5
QOK
QOS
R4E
R89
R9I
RHV
RNI
RNS
ROL
RPX
RSV
RZC
RZE
RZK
S16
S1Z
S26
S27
S28
S3B
SAP
SCLPG
SDD
SDH
SDM
SHX
SISQX
SJYHP
SMT
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
SZN
T13
T16
TEORI
TSG
TSK
TSV
TUC
U2A
UG4
UOJIU
UTJUX
UZXMN
VC2
VFIZW
VH1
W23
W48
WH7
WK8
YLTOR
Z45
Z5O
Z7R
Z7S
Z7X
Z7Y
Z7Z
Z83
Z86
Z88
Z8M
Z8N
Z8T
Z92
ZMTXR
ZWQNP
~A9
~EX
AAPKM
AAYXX
ABBRH
ABDBE
ABFSG
ABRTQ
ACSTC
ADHKG
AEZWR
AFDZB
AFFHD
AFHIU
AFOHR
AGQPQ
AHPBZ
AHWEU
AIXLP
ATHPR
AYFIA
CITATION
PHGZM
PHGZT
PQGLB
ID FETCH-LOGICAL-c291t-4900889df38df408b2b973edbcc3e7f679b97323d9be2fd81c96dafe19b8a7043
IEDL.DBID RSV
ISICitedReferencesCount 1
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001026082200001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0885-7474
IngestDate Sat Nov 29 01:56:32 EST 2025
Tue Nov 18 21:26:10 EST 2025
Fri Feb 21 02:41:58 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Sparse optimization
Thresholding algorithms
regularization
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c291t-4900889df38df408b2b973edbcc3e7f679b97323d9be2fd81c96dafe19b8a7043
ORCID 0000-0002-0898-8493
ParticipantIDs crossref_citationtrail_10_1007_s10915_023_02250_1
crossref_primary_10_1007_s10915_023_02250_1
springer_journals_10_1007_s10915_023_02250_1
PublicationCentury 2000
PublicationDate 20230800
2023-08-00
PublicationDateYYYYMMDD 2023-08-01
PublicationDate_xml – month: 8
  year: 2023
  text: 20230800
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle Journal of scientific computing
PublicationTitleAbbrev J Sci Comput
PublicationYear 2023
Publisher Springer US
Publisher_xml – name: Springer US
References Ge, Jiang, Ye (CR20) 2011; 21
Zou (CR45) 2006; 101
Yuan, Chang, Hsieh, Lin (CR40) 2010; 11
Xu, Zhang, Wang, Chang, Yong (CR37) 2010; 53
CR39
CR38
Beck, Teboulle (CR1) 2009; 2
CR12
CR34
CR33
CR10
Chartrand (CR11) 2007; 14
Krishnan, Fergus (CR21) 2009; 22
Candes, Romberg, Tao (CR8) 2006; 59
Xu, Chang, Xu, Zhang (CR36) 2012; 23
Nesterov (CR29) 2005; 103
Zeng, Xu, Zhang, Hong, Wu (CR43) 2013; 93
Donoho (CR17) 2006; 35
Meinshausen, Yu (CR24) 2009; 37
Chen, Ge, Wang, Ye (CR14) 2014; 143
Nesterov (CR30) 2013; 140
Lanza, Morigi, Reichel, Sgallari (CR23) 2015; 37
CR2
Olshausen, Field (CR32) 1996; 381
Chartrand, Staneva (CR13) 2008; 24
Candès, Romberg, Tao (CR6) 2006; 52
Needell, Vershynin (CR26) 2010; 4
Candes, Randall (CR3) 2008; 54
CR28
Natraajan (CR31) 1995; 24
Donoho (CR16) 2006; 52
CR27
Wang, Wei, Yu, Xu (CR35) 2020; 42
Esser, Lou, Xin (CR18) 2013; 6
Candès, Recht (CR4) 2009; 9
CR25
CR22
CR44
Candès, Romberg (CR5) 2006; 6
Yin, Lou, He, Xin (CR41) 2015; 37
Fan, Li (CR19) 2001; 96
Candes, Romberg, Tao (CR9) 2006; 52
Candes, Tao (CR7) 2005; 51
Daubechies, Defrise, Mol (CR15) 2004; 57
Xu, Liang, Yao, Zhang (CR42) 2012; 38
EJ Candes (2250_CR3) 2008; 54
D Ge (2250_CR20) 2011; 21
G Wang (2250_CR35) 2020; 42
DL Donoho (2250_CR17) 2006; 35
2250_CR2
EJ Candes (2250_CR9) 2006; 52
Z Xu (2250_CR42) 2012; 38
EJ Candes (2250_CR8) 2006; 59
Y Nesterov (2250_CR29) 2005; 103
2250_CR25
J Zeng (2250_CR43) 2013; 93
2250_CR22
2250_CR44
GX Yuan (2250_CR40) 2010; 11
P Yin (2250_CR41) 2015; 37
I Daubechies (2250_CR15) 2004; 57
DL Donoho (2250_CR16) 2006; 52
2250_CR28
2250_CR27
EJ Candès (2250_CR4) 2009; 9
X Chen (2250_CR14) 2014; 143
D Krishnan (2250_CR21) 2009; 22
BK Natraajan (2250_CR31) 1995; 24
E Esser (2250_CR18) 2013; 6
A Beck (2250_CR1) 2009; 2
ZB Xu (2250_CR37) 2010; 53
EJ Candès (2250_CR6) 2006; 52
EJ Candes (2250_CR7) 2005; 51
J Fan (2250_CR19) 2001; 96
EJ Candès (2250_CR5) 2006; 6
BA Olshausen (2250_CR32) 1996; 381
Z Xu (2250_CR36) 2012; 23
R Chartrand (2250_CR11) 2007; 14
2250_CR12
2250_CR34
A Lanza (2250_CR23) 2015; 37
Y Nesterov (2250_CR30) 2013; 140
2250_CR33
2250_CR10
H Zou (2250_CR45) 2006; 101
N Meinshausen (2250_CR24) 2009; 37
2250_CR39
2250_CR38
R Chartrand (2250_CR13) 2008; 24
D Needell (2250_CR26) 2010; 4
References_xml – ident: CR22
– volume: 24
  year: 2008
  ident: CR13
  article-title: Restricted isometry properties and nonconvex compressive sensing
  publication-title: Inverse Prob.
  doi: 10.1088/0266-5611/24/3/035020
– volume: 24
  start-page: 227
  issue: 2
  year: 1995
  end-page: 234
  ident: CR31
  article-title: Sparse approximation to linear systems
  publication-title: SIAM J. Comput.
  doi: 10.1137/S0097539792240406
– volume: 14
  start-page: 707
  year: 2007
  end-page: 710
  ident: CR11
  article-title: Exact reconstruction of sparse signals via nonconvex minimization
  publication-title: IEEE Signal Process. Lett.
  doi: 10.1109/LSP.2007.898300
– volume: 37
  start-page: A536
  year: 2015
  end-page: A563
  ident: CR41
  article-title: Minimization of for compressed sensing
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/140952363
– volume: 37
  start-page: S30
  issue: 5
  year: 2015
  end-page: S50
  ident: CR23
  article-title: A generalized Krylov subspace method for minimization
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/140967982
– ident: CR39
– ident: CR2
– ident: CR12
– volume: 381
  start-page: 607
  year: 1996
  end-page: 609
  ident: CR32
  article-title: Emergence of simple-cell receptive field properties by learning a sparse code for natural images
  publication-title: Nature
  doi: 10.1038/381607a0
– volume: 6
  start-page: 2010
  year: 2013
  end-page: 2046
  ident: CR18
  article-title: A method for finding structured sparse solutions to nonnegative least squares problems with applications
  publication-title: SIAM J. Imag. Sci.
  doi: 10.1137/13090540X
– volume: 96
  start-page: 1348
  year: 2001
  end-page: 1360
  ident: CR19
  article-title: Variable Selection via nonconcave penalized likelihood and its oracle properties
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1198/016214501753382273
– volume: 143
  start-page: 371
  year: 2014
  end-page: 383
  ident: CR14
  article-title: Complexity of unconstrained minimization
  publication-title: Math. Program.
  doi: 10.1007/s10107-012-0613-0
– ident: CR10
– ident: CR33
– volume: 38
  start-page: 1225
  year: 2012
  end-page: 1228
  ident: CR42
  article-title: Representative of regularization among regularizations: an experimental study based on phase diagram
  publication-title: Acta Automatica Sinica
– volume: 23
  start-page: 1013
  year: 2012
  end-page: 1027
  ident: CR36
  article-title: regularization: A thresholding representation theory and a fast solver
  publication-title: IEEE Trans. Neural Netw. Learn. Syst.
  doi: 10.1109/TNNLS.2012.2197412
– volume: 11
  start-page: 3183
  year: 2010
  end-page: 3234
  ident: CR40
  article-title: A comparison of optimization methods and software for large-scale -regularized linear classification
  publication-title: J. Mach. Learn. Res.
– volume: 9
  start-page: 717
  year: 2009
  end-page: 772
  ident: CR4
  article-title: Exact matrix completion via convex optimization
  publication-title: Found. Comput. Math.
  doi: 10.1007/s10208-009-9045-5
– ident: CR25
– ident: CR27
– volume: 59
  start-page: 1207
  year: 2006
  end-page: 1223
  ident: CR8
  article-title: Stable signal recovery from incomplete and inaccurate measurements
  publication-title: Commun. Pure Appl. Math.
  doi: 10.1002/cpa.20124
– volume: 140
  start-page: 125
  year: 2013
  end-page: 161
  ident: CR30
  article-title: Gradient methods for minimizing composite function
  publication-title: Math. Program.
  doi: 10.1007/s10107-012-0629-5
– volume: 54
  start-page: 2829
  year: 2008
  end-page: 2840
  ident: CR3
  article-title: Highly robust error correction byconvex programming
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2008.924688
– volume: 37
  start-page: 246
  year: 2009
  end-page: 270
  ident: CR24
  article-title: Lasso-type recovery of sparse representations for high-dimensional data
  publication-title: Ann. Stat.
  doi: 10.1214/07-AOS582
– volume: 4
  start-page: 310
  year: 2010
  end-page: 316
  ident: CR26
  article-title: Signal recovery from incomplete and inaccurate measurements via regularized orthogonal matching pursuit
  publication-title: IEEE J. Select.Top. Sig. Proc.
  doi: 10.1109/JSTSP.2010.2042412
– ident: CR44
– volume: 93
  start-page: 1831
  year: 2013
  end-page: 1844
  ident: CR43
  article-title: Accelerated regularization based sar imaging via bcr and reduced newton skills
  publication-title: Signal Process.
  doi: 10.1016/j.sigpro.2012.12.017
– volume: 42
  start-page: A395
  year: 2020
  end-page: A423
  ident: CR35
  article-title: An efficient proximal block coordinate homotopy method for large-scale sparse least squares problems
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/19M1243828
– volume: 101
  start-page: 1418
  year: 2006
  end-page: 1429
  ident: CR45
  article-title: The adaptive lasso and its oracle properties
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1198/016214506000000735
– ident: CR38
– volume: 51
  start-page: 4203
  year: 2005
  end-page: 4215
  ident: CR7
  article-title: Decoding by linear programming
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2005.858979
– volume: 6
  start-page: 227
  year: 2006
  end-page: 254
  ident: CR5
  article-title: Quantitative robust uncertainty principles and optimally sparse decompositions
  publication-title: Found. Comput. Math.
  doi: 10.1007/s10208-004-0162-x
– volume: 21
  start-page: 1721
  year: 2011
  end-page: 1739
  ident: CR20
  article-title: A note on the complexity of minimization
  publication-title: Math. Program.
– volume: 22
  start-page: 1033
  year: 2009
  end-page: 1041
  ident: CR21
  article-title: Fast image deconvolution using hyper-laplacian priors
  publication-title: Adv. Neural. Inf. Process. Syst.
– volume: 35
  start-page: 617
  year: 2006
  end-page: 652
  ident: CR17
  article-title: High-dimensional centrally symmetric polytopes with neighborliness proportional to dimension
  publication-title: Dis. Comput. Geom.
  doi: 10.1007/s00454-005-1220-0
– volume: 103
  start-page: 127
  year: 2005
  end-page: 152
  ident: CR29
  article-title: Smooth minimization of non-smooth functions
  publication-title: Math. Program.
  doi: 10.1007/s10107-004-0552-5
– volume: 57
  start-page: 1413
  year: 2004
  end-page: 1457
  ident: CR15
  article-title: An iterative thresholding algorithm for linear inverse problems with a sparsity constraint
  publication-title: Commun. Pure Appl. Math.
  doi: 10.1002/cpa.20042
– ident: CR34
– volume: 2
  start-page: 183
  year: 2009
  end-page: 202
  ident: CR1
  article-title: A fast iterative shrinkage-thresholding algorithm for linear inverse problems
  publication-title: SIAM J. Imag. Sci.
  doi: 10.1137/080716542
– volume: 52
  start-page: 1289
  year: 2006
  end-page: 1306
  ident: CR16
  article-title: Compressed sensing
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2006.871582
– volume: 52
  start-page: 489
  year: 2006
  end-page: 509
  ident: CR6
  article-title: Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2005.862083
– ident: CR28
– volume: 53
  start-page: 1159
  year: 2010
  end-page: 1169
  ident: CR37
  article-title: regularization, science China
  publication-title: Inf. Sci.
– volume: 52
  start-page: 489
  year: 2006
  end-page: 509
  ident: CR9
  article-title: Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information
  publication-title: IEEE Trans. Inf. Theor
  doi: 10.1109/TIT.2005.862083
– ident: 2250_CR25
  doi: 10.1109/78.258082
– volume: 2
  start-page: 183
  year: 2009
  ident: 2250_CR1
  publication-title: SIAM J. Imag. Sci.
  doi: 10.1137/080716542
– volume: 9
  start-page: 717
  year: 2009
  ident: 2250_CR4
  publication-title: Found. Comput. Math.
  doi: 10.1007/s10208-009-9045-5
– volume: 6
  start-page: 227
  year: 2006
  ident: 2250_CR5
  publication-title: Found. Comput. Math.
  doi: 10.1007/s10208-004-0162-x
– volume: 52
  start-page: 1289
  year: 2006
  ident: 2250_CR16
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2006.871582
– volume: 24
  start-page: 227
  issue: 2
  year: 1995
  ident: 2250_CR31
  publication-title: SIAM J. Comput.
  doi: 10.1137/S0097539792240406
– ident: 2250_CR39
– ident: 2250_CR28
  doi: 10.1007/b98874
– ident: 2250_CR34
  doi: 10.1109/TIT.2007.909108
– volume: 21
  start-page: 1721
  year: 2011
  ident: 2250_CR20
  publication-title: Math. Program.
– volume: 23
  start-page: 1013
  year: 2012
  ident: 2250_CR36
  publication-title: IEEE Trans. Neural Netw. Learn. Syst.
  doi: 10.1109/TNNLS.2012.2197412
– volume: 93
  start-page: 1831
  year: 2013
  ident: 2250_CR43
  publication-title: Signal Process.
  doi: 10.1016/j.sigpro.2012.12.017
– volume: 4
  start-page: 310
  year: 2010
  ident: 2250_CR26
  publication-title: IEEE J. Select.Top. Sig. Proc.
  doi: 10.1109/JSTSP.2010.2042412
– volume: 14
  start-page: 707
  year: 2007
  ident: 2250_CR11
  publication-title: IEEE Signal Process. Lett.
  doi: 10.1109/LSP.2007.898300
– volume: 37
  start-page: 246
  year: 2009
  ident: 2250_CR24
  publication-title: Ann. Stat.
  doi: 10.1214/07-AOS582
– volume: 6
  start-page: 2010
  year: 2013
  ident: 2250_CR18
  publication-title: SIAM J. Imag. Sci.
  doi: 10.1137/13090540X
– volume: 103
  start-page: 127
  year: 2005
  ident: 2250_CR29
  publication-title: Math. Program.
  doi: 10.1007/s10107-004-0552-5
– volume: 42
  start-page: A395
  year: 2020
  ident: 2250_CR35
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/19M1243828
– ident: 2250_CR22
  doi: 10.7551/mitpress/7503.003.0105
– volume: 381
  start-page: 607
  year: 1996
  ident: 2250_CR32
  publication-title: Nature
  doi: 10.1038/381607a0
– ident: 2250_CR44
– volume: 140
  start-page: 125
  year: 2013
  ident: 2250_CR30
  publication-title: Math. Program.
  doi: 10.1007/s10107-012-0629-5
– ident: 2250_CR27
  doi: 10.1016/j.acha.2008.07.002
– ident: 2250_CR10
  doi: 10.1007/978-3-642-54774-4_4
– volume: 143
  start-page: 371
  year: 2014
  ident: 2250_CR14
  publication-title: Math. Program.
  doi: 10.1007/s10107-012-0613-0
– volume: 101
  start-page: 1418
  year: 2006
  ident: 2250_CR45
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1198/016214506000000735
– volume: 54
  start-page: 2829
  year: 2008
  ident: 2250_CR3
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2008.924688
– volume: 35
  start-page: 617
  year: 2006
  ident: 2250_CR17
  publication-title: Dis. Comput. Geom.
  doi: 10.1007/s00454-005-1220-0
– volume: 37
  start-page: A536
  year: 2015
  ident: 2250_CR41
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/140952363
– volume: 52
  start-page: 489
  year: 2006
  ident: 2250_CR9
  publication-title: IEEE Trans. Inf. Theor
  doi: 10.1109/TIT.2005.862083
– volume: 24
  year: 2008
  ident: 2250_CR13
  publication-title: Inverse Prob.
  doi: 10.1088/0266-5611/24/3/035020
– volume: 37
  start-page: S30
  issue: 5
  year: 2015
  ident: 2250_CR23
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/140967982
– volume: 38
  start-page: 1225
  year: 2012
  ident: 2250_CR42
  publication-title: Acta Automatica Sinica
– volume: 53
  start-page: 1159
  year: 2010
  ident: 2250_CR37
  publication-title: Inf. Sci.
– ident: 2250_CR38
  doi: 10.3724/SP.J.1004.2012.01225
– ident: 2250_CR33
  doi: 10.1111/j.2517-6161.1996.tb02080.x
– ident: 2250_CR12
  doi: 10.1109/ISBI.2009.5193034
– volume: 57
  start-page: 1413
  year: 2004
  ident: 2250_CR15
  publication-title: Commun. Pure Appl. Math.
  doi: 10.1002/cpa.20042
– volume: 96
  start-page: 1348
  year: 2001
  ident: 2250_CR19
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1198/016214501753382273
– volume: 11
  start-page: 3183
  year: 2010
  ident: 2250_CR40
  publication-title: J. Mach. Learn. Res.
– volume: 59
  start-page: 1207
  year: 2006
  ident: 2250_CR8
  publication-title: Commun. Pure Appl. Math.
  doi: 10.1002/cpa.20124
– volume: 22
  start-page: 1033
  year: 2009
  ident: 2250_CR21
  publication-title: Adv. Neural. Inf. Process. Syst.
– volume: 52
  start-page: 489
  year: 2006
  ident: 2250_CR6
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2005.862083
– volume: 51
  start-page: 4203
  year: 2005
  ident: 2250_CR7
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2005.858979
– ident: 2250_CR2
  doi: 10.1016/j.apnum.2020.07.006
SSID ssj0009892
Score 2.3496816
Snippet In this paper, a reduced half thresholding algorithm and its accelerated version, a reduced fast half thresholding algorithm, are proposed for solving...
SourceID crossref
springer
SourceType Enrichment Source
Index Database
Publisher
SubjectTerms Algorithms
Computational Mathematics and Numerical Analysis
Mathematical and Computational Engineering
Mathematical and Computational Physics
Mathematics
Mathematics and Statistics
Theoretical
Title A Reduced Half Thresholding Algorithm
URI https://link.springer.com/article/10.1007/s10915-023-02250-1
Volume 96
WOSCitedRecordID wos001026082200001&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: PRVPQU
  databaseName: Advanced Technologies & Aerospace Database
  customDbUrl:
  eissn: 1573-7691
  dateEnd: 20241211
  omitProxy: false
  ssIdentifier: ssj0009892
  issn: 0885-7474
  databaseCode: P5Z
  dateStart: 19970301
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/hightechjournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Computer Science Database
  customDbUrl:
  eissn: 1573-7691
  dateEnd: 20241211
  omitProxy: false
  ssIdentifier: ssj0009892
  issn: 0885-7474
  databaseCode: K7-
  dateStart: 19970301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/compscijour
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central (subscription)
  customDbUrl:
  eissn: 1573-7691
  dateEnd: 20241211
  omitProxy: false
  ssIdentifier: ssj0009892
  issn: 0885-7474
  databaseCode: BENPR
  dateStart: 19970301
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVAVX
  databaseName: SpringerLINK Contemporary 1997-Present
  customDbUrl:
  eissn: 1573-7691
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0009892
  issn: 0885-7474
  databaseCode: RSV
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22
  providerName: Springer Nature
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LSwMxEB60etCD2qpYH2UPCooGNpt9JMcilh60lFqleFk2j9VCbaW7-vtNttnWghT0GJgsyzeZzISZ-QbgXGAZukRJxHjKkO9FCaJJIBEPSKQYx1TwgjL_Pup06GDAurYpLCur3cuUZHFT_2h2Y9h0E5u8o3bcSL95NrS7o2ZgQ-_xeUG1S4tRyNp8AqSDZd-2yvz-jWV3tJwLLVxMa_d_P7cHOzakdJqzM1CFNTWuwfbDnI81q0HVmnDmXFqe6at9uGg6PUPcqqTTTkap09dqzWw2ymmOXifTYf72fgBPrbv-bRvZqQlIeAznyGeuKV2SKaEy9V3KPc4irQ0uBFFRGkbMrD0iGVdeKikWLJRJqjDjNIlcnxxCZTwZqyNw9G0opdaaoXDX7zDKuY7nME6I5CHRfq0OuAQvFpZS3Ey2GMULMmSDS6xxiQtcYlyH6_mejxmhxkrpmxLv2BpXtkL8-G_iJ7DlFSoz9XynUMmnn-oMNsVXPsymDVjvBi-N4mx9A4Gcw3A
linkProvider Springer Nature
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dS8MwED9kCuqDuqk4P_ugoGigabo2eRzimLgNmVP2VpqP6mBuslb_fpMu3RzIQB8Dl1J-l8tduLvfAZwLLAOXKIkYTxjyvTBGNK5JxGskVIxjKnhOmd8KOx3a77NH2xSWFtXuRUoyv6l_NLsxbLqJTd5RO26k3zyrvvZYhjG_-_Qyp9ql-ShkbT41pINl37bK_P6NRXe0mAvNXUxj-38_twNbNqR06tMzUIYVNarAZnvGx5pWoGxNOHUuLc_01S5c1J2uIW5V0mnGw8TpabWmNhvl1Iev48kge3vfg-fGXe-2iezUBCQ8hjPkM9eULsmEUJn4LuUeZ6HWBheCqDAJQmbWHpGMKy-RFAsWyDhRmHEah65P9qE0Go_UATj6NpRSa81QuOt3GOVcx3MYx0TygGi_VgVcgBcJSyluJlsMozkZssEl0rhEOS4RrsL1bM_HlFBjqfRNgXdkjStdIn74N_EzWG_22q2odd95OIINL1efqe07hlI2-VQnsCa-skE6Oc1P2DcYbMVU
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3dS8MwEA8yRfRB3VScn31QUDSsabo2eRzqmDjH0Cl7K82XDmY31urfb9JlXyAD8bFwDeUu17vj7vc7AM45EoGLpYCUKQp9L4whiasCsioOJWWIcJZT5jfDVot0u7Q9h-LPp90nLckxpsGwNCVZZShUZQ74RpFBFpsepA7iUNc_q74ZpDf1-svbjHaX5GuRtStVoU6cfQub-f2MxdC02BfNw019-_8fugO2bKrp1MZ3owhWZFICm09Tnta0BIrWtVPn0vJPX-2Ci5rzbAhdpXAacV85HW3u1HapnFr_fTDqZR-fe-C1ft-5bUC7TQFyj6IM-tQ1I01CYSKU7xLmMRpqKzHOsQxVEFLz7GFBmfSUIIjTQMRKIspIHLo-3geFZJDIA-Dov6QQ2pqG2l3XZ4QxnechFGPBAqzjXRmgiSIjbqnGzcaLfjQjSTZ6ibReolwvESqD6-k7wzHRxlLpm4nuI-t06RLxw7-Jn4H19l09aj60Ho_Ahpdbz4z8HYNCNvqSJ2CNf2e9dHSaX7YfL-bOOA
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+Reduced+Half+Thresholding+Algorithm&rft.jtitle=Journal+of+scientific+computing&rft.au=Liang%2C+Xiubo&rft.au=Wang%2C+Guoqiang&rft.au=Yu%2C+Bo&rft.date=2023-08-01&rft.issn=0885-7474&rft.eissn=1573-7691&rft.volume=96&rft.issue=2&rft_id=info:doi/10.1007%2Fs10915-023-02250-1&rft.externalDBID=n%2Fa&rft.externalDocID=10_1007_s10915_023_02250_1
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0885-7474&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0885-7474&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0885-7474&client=summon