Joint learning of author and citation contexts for computing drift in scholarly documents

Scholarly documents are sources of information on research topics written by academic experts. Topic drift in such scholarly documents is usually linked with the contextual variation in the title or abstract or entire document over time. However, topic distribution over words in different components...

Full description

Saved in:

Bibliographic Details
Published in:	International journal of machine learning and cybernetics Vol. 12; no. 6; pp. 1667 - 1686
Main Authors:	Vijayarani, J., Geetha, T. V.
Format:	Journal Article
Language:	English
Published:	Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2021 Springer Nature B.V
Subjects:	Artificial Intelligence Bivariate analysis Brownian motion Citation analysis Citations Complex Systems Computational Intelligence Context Control Documents Drift Engineering Influence Keywords Mechatronics Original Article Pattern Recognition Robotics Semantics Systems Biology Trends Brownian motion Topic drift Topical word embedding Joint learning Context vector Weighted citation
ISSN:	1868-8071, 1868-808X
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!

Abstract	Scholarly documents are sources of information on research topics written by academic experts. Topic drift in such scholarly documents is usually linked with the contextual variation in the title or abstract or entire document over time. However, topic distribution over words in different components of the document is non-uniform due to the varying impact of authors and citations, and their contribution to drift must be processed accordingly. This paper builds a model that distinguishes the context of a research document based on the author and citation by incorporating relation between topic, author, citation, word and time in the form of author context vector and citation context vector. To infer posterior probabilities, a parallel author cited_author topic model is presented. Continuous time bivariate Brownian motion model is employed for deducing the evolving bivariate topic parameters, specific to the author and citation. The word, topic pairs from the author and citation context vectors are jointly learned to yield topical word embeddings over time conditioned on author and citation contexts. When evaluated with NIPS and business journals datasets, the proposed model identifies topical variations over time precisely compared to other methods. It is found that broadening of topic happens due to the author context, and topic deviation is mainly caused by citation context.
AbstractList	Scholarly documents are sources of information on research topics written by academic experts. Topic drift in such scholarly documents is usually linked with the contextual variation in the title or abstract or entire document over time. However, topic distribution over words in different components of the document is non-uniform due to the varying impact of authors and citations, and their contribution to drift must be processed accordingly. This paper builds a model that distinguishes the context of a research document based on the author and citation by incorporating relation between topic, author, citation, word and time in the form of author context vector and citation context vector. To infer posterior probabilities, a parallel author cited_author topic model is presented. Continuous time bivariate Brownian motion model is employed for deducing the evolving bivariate topic parameters, specific to the author and citation. The word, topic pairs from the author and citation context vectors are jointly learned to yield topical word embeddings over time conditioned on author and citation contexts. When evaluated with NIPS and business journals datasets, the proposed model identifies topical variations over time precisely compared to other methods. It is found that broadening of topic happens due to the author context, and topic deviation is mainly caused by citation context.
Author	Geetha, T. V. Vijayarani, J.
Author_xml	– sequence: 1 givenname: J. orcidid: 0000-0003-1872-8078 surname: Vijayarani fullname: Vijayarani, J. email: viji.cs66@gmail.com organization: Department of CSE, CEG, Anna University – sequence: 2 givenname: T. V. surname: Geetha fullname: Geetha, T. V. organization: Department of CSE, CEG, Anna University
BookMark	eNp9kEtLAzEYRYNUsNb-AVcB16N5dDLJUopPCm4UdBUySaZNmSY1yYD9904dH-Ci3yYf5J7ccE7ByAdvATjH6BIjVF0lTNGMFIigAmHCyoIdgTHmjBcc8dfR717hEzBNaY36YYhSRMbg7TE4n2FrVfTOL2FooOryKkSovIHaZZVd8FAHn-1HTrDpb3TYbLu8T5vomgydh0mvQqtiu4Mm6G5jfU5n4LhRbbLT73MCXm5vnuf3xeLp7mF-vSg0ZVUu6Kw2lRamothYS5jADS0xrUtjGeeqUTUzgtVlKZAyRBOlbFlzq3RtyExbSyfgYnh3G8N7Z1OW69BF31dKIrAoqRCC9SkypHQMKUXbyG10GxV3EiO5tygHi7K3KL8syj3E_0E_QnJUrj2M0gFNfY9f2vj3qwPUJ6Lkirs
CitedBy_id	crossref_primary_10_3390_axioms10030179
Cites_doi	10.1007/s00521-020-04761-6 10.1007/s11192-016-2049-4 10.1007/s11704-016-5442-5 10.1016/j.joi.2016.04.002 10.1177/0165551518806116 10.1007/s10618-019-00659-7 10.1016/j.joi.2019.01.010 10.1016/j.joi.2013.12.001 10.1162/tacl_a_00140 10.5815/ijmecs.2020.01.04 10.1162/tacl_a_00055 10.1145/1658377.1658381 10.3233/IDA-163282 10.3233/JIFS-191933 10.1137/1.9781611972832.59 10.1007/s11192-020-03382-z 10.18653/v1/N18-1098 10.1145/1273496.1273526 10.1145/1143844.1143859 10.1609/aaai.v32i1.11745 10.1007/978-3-642-20161-5_82 10.1145/2872427.2883046 10.1109/BIGCOMP.2016.7425797 10.1609/aaai.v31i1.11062 10.1145/3077136.3080806 10.1145/3178876.3185999 10.1145/1150402.1150450 10.1007/s13042-020-01152-0 10.1609/aaai.v29i1.9522
ContentType	Journal Article
Copyright	The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021 The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021.
Copyright_xml	– notice: The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021 – notice: The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021.
DBID	AAYXX CITATION 8FE 8FG ABJCF AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO GNUQQ HCIFZ JQ2 K7- L6V M7S P5Z P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS PTHSS
DOI	10.1007/s13042-020-01265-6
DatabaseName	CrossRef ProQuest SciTech Collection ProQuest Technology Collection Materials Science & Engineering Collection ProQuest Central UK/Ireland ProQuest SciTech Premium Collection Technology Collection Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Central ProQuest Technology Collection ProQuest One ProQuest Central ProQuest Central Student SciTech Premium Collection ProQuest Computer Science Collection Computer Science Database ProQuest Engineering Collection Engineering Database Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic (New) ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China Engineering Collection
DatabaseTitle	CrossRef Computer Science Database ProQuest Central Student Technology Collection ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection SciTech Premium Collection ProQuest One Community College ProQuest Central China ProQuest Central ProQuest One Applied & Life Sciences ProQuest Engineering Collection ProQuest Central Korea ProQuest Central (New) Engineering Collection Advanced Technologies & Aerospace Collection Engineering Database ProQuest One Academic Eastern Edition ProQuest Technology Collection ProQuest SciTech Collection Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition Materials Science & Engineering Collection ProQuest One Academic ProQuest One Academic (New)
DatabaseTitleList	Computer Science Database
Database_xml	– sequence: 1 dbid: BENPR name: ProQuest Central url: https://www.proquest.com/central sourceTypes: Aggregation Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Engineering Sciences (General)
EISSN	1868-808X
EndPage	1686
ExternalDocumentID	10_1007_s13042_020_01265_6
GroupedDBID	-EM 06D 0R~ 0VY 1N0 203 29~ 2JY 2VQ 30V 4.4 406 408 409 40D 96X AACDK AAHNG AAIAL AAJBT AAJKR AANZL AARHV AARTL AASML AATNV AATVU AAUYE AAWCG AAYIU AAYQN AAYTO AAYZH AAZMS ABAKF ABBXA ABDZT ABECU ABFTD ABFTV ABHQN ABJCF ABJNI ABJOX ABKCH ABMQK ABQBU ABSXP ABTEG ABTHY ABTKH ABTMW ABULA ABWNU ABXPI ACAOD ACDTI ACGFS ACHSB ACKNC ACMLO ACOKC ACPIV ACZOJ ADHHG ADHIR ADINQ ADKNI ADKPE ADRFC ADTPH ADURQ ADYFF ADZKW AEBTG AEFQL AEGNC AEJHL AEJRE AEMSY AENEX AEOHA AEPYU AESKC AETCA AEVLU AEXYK AFBBN AFKRA AFLOW AFQWF AFWTZ AFZKB AGAYW AGDGC AGJBK AGMZJ AGQEE AGQMX AGRTI AGWZB AGYKE AHAVH AHBYD AHKAY AHSBF AHYZX AIAKS AIGIU AIIXL AILAN AITGF AJBLW AJRNO AJZVZ AKLTO ALFXC ALMA_UNASSIGNED_HOLDINGS AMKLP AMXSW AMYLF AMYQR ANMIH ARAPS AUKKA AXYYD AYJHY BENPR BGLVJ BGNMA CCPQU CSCUP DNIVK DPUIP EBLON EBS EIOEI EJD ESBYG FERAY FIGPU FINBP FNLPD FRRFC FSGXE FYJPI GGCAI GGRSB GJIRD GQ6 GQ7 GQ8 H13 HCIFZ HMJXF HQYDN HRMNR HZ~ I0C IKXTQ IWAJR IXD IZIGR J-C J0Z JBSCW JCJTX JZLTJ K7- KOV LLZTM M4Y M7S NPVJJ NQJWS NU0 O9- O93 O9J P2P P9P PT4 PTHSS QOS R89 R9I RLLFE ROL RSV S27 S3B SEG SHX SISQX SJYHP SNE SNPRN SNX SOHCF SOJ SPISZ SRMVM SSLCW STPWE T13 TSG U2A UG4 UOJIU UTJUX UZXMN VC2 VFIZW W48 WK8 Z45 Z7X Z83 Z88 ZMTXR ~A9 AAYXX ABBRH ABDBE ABFSG ABRTQ ACSTC ADKFA AEZWR AFDZB AFFHD AFHIU AFOHR AHPBZ AHWEU AIXLP ATHPR AYFIA CITATION PHGZM PHGZT PQGLB 8FE 8FG AZQEC DWQXO GNUQQ JQ2 L6V P62 PKEHL PQEST PQQKQ PQUKI PRINS
ID	FETCH-LOGICAL-c367t-34bd7c9d731dee2691f3513b5de688afab6d96b5590ad2c2aae5b8eacbd24cee3
IEDL.DBID	BENPR
ISICitedReferencesCount	1
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000607770700007&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	1868-8071
IngestDate	Wed Nov 05 15:30:57 EST 2025 Tue Nov 18 20:25:01 EST 2025 Sat Nov 29 05:59:41 EST 2025 Fri Feb 21 02:48:13 EST 2025
IsPeerReviewed	true
IsScholarly	true
Issue	6
Keywords	Brownian motion Topic drift Topical word embedding Joint learning Context vector Weighted citation
Language	English
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-c367t-34bd7c9d731dee2691f3513b5de688afab6d96b5590ad2c2aae5b8eacbd24cee3
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14
ORCID	0000-0003-1872-8078
PQID	2919539996
PQPubID	2043904
PageCount	20
ParticipantIDs	proquest_journals_2919539996 crossref_primary_10_1007_s13042_020_01265_6 crossref_citationtrail_10_1007_s13042_020_01265_6 springer_journals_10_1007_s13042_020_01265_6
PublicationCentury	2000
PublicationDate	2021-06-01
PublicationDateYYYYMMDD	2021-06-01
PublicationDate_xml	– month: 06 year: 2021 text: 2021-06-01 day: 01
PublicationDecade	2020
PublicationPlace	Berlin/Heidelberg
PublicationPlace_xml	– name: Berlin/Heidelberg – name: Heidelberg
PublicationTitle	International journal of machine learning and cybernetics
PublicationTitleAbbrev	Int. J. Mach. Learn. & Cyber
PublicationYear	2021
Publisher	Springer Berlin Heidelberg Springer Nature B.V
Publisher_xml	– name: Springer Berlin Heidelberg – name: Springer Nature B.V
References	Blei, Ng, Jordan (CR9) 2003; 3 Morters, Peres (CR28) 2010 CR18 CR39 CR16 CR38 Amjad, Daud, Song (CR5) 2018; 2018 CR14 Jensen, Liu, Yu, Milojevic (CR15) 2016; 10 CR36 CR13 CR12 CR11 CR33 CR10 CR32 CR30 Rismanto, Syulistyo, Agusta (CR34) 2020; 12 Zhou, Yu, Hu (CR48) 2017; 11 Nguyen, Billingsley, Du, Johnson (CR31) 2015; 3 Bai, Zhang, Lee (CR6) 2019; 13 CR8 Wang, Wu, Li (CR45) 2018; 22 CR7 Shi, Tang, Zhu, Liu, He (CR42) 2020; 34 Alzubi, Alzubi, Tedmori, Rashaideh, Almomani (CR1) 2018; 15 CR27 CR26 Naveed, Sizov, Rauf (CR29) 2019; 8 Sahragard, Meihami (CR37) 2016; 108 CR25 CR47 CR24 CR46 Jin, Geng, Mou, Chen (CR19) 2019; 45 CR23 CR22 CR44 CR43 Alzubi (CR4) 2016; 7 CR20 CR41 Rosen-Zvi, Chemudugunta, Griffiths, Smyth, Steyvers (CR35) 2010; 28 CR40 Alzubi, Jain, Kathuria, Khandelwal, Saxena, Singh (CR3) 2020; 39 Alzubi, Alzubi, Alweshah, Qiqieh, Al-Shami, Ramachandran (CR2) 2020; 32 Jeong, Song, Ding (CR17) 2014; 8 Kim, Kim, Oh (CR21) 2017; 5 T Amjad (1265_CR5) 2018; 2018 1265_CR23 1265_CR22 1265_CR44 1265_CR43 DM Blei (1265_CR9) 2003; 3 1265_CR20 1265_CR7 1265_CR41 OA Alzubi (1265_CR2) 2020; 32 1265_CR40 1265_CR8 R Sahragard (1265_CR37) 2016; 108 N Naveed (1265_CR29) 2019; 8 YK Jeong (1265_CR17) 2014; 8 R Rismanto (1265_CR34) 2020; 12 J Jin (1265_CR19) 2019; 45 JA Alzubi (1265_CR4) 2016; 7 JA Alzubi (1265_CR3) 2020; 39 M Shi (1265_CR42) 2020; 34 DQ Nguyen (1265_CR31) 2015; 3 J Kim (1265_CR21) 2017; 5 1265_CR27 1265_CR26 1265_CR25 1265_CR47 S Jensen (1265_CR15) 2016; 10 1265_CR24 1265_CR46 1265_CR12 1265_CR11 1265_CR33 1265_CR10 1265_CR32 1265_CR30 X Bai (1265_CR6) 2019; 13 M Rosen-Zvi (1265_CR35) 2010; 28 J Wang (1265_CR45) 2018; 22 P Morters (1265_CR28) 2010 OA Alzubi (1265_CR1) 2018; 15 1265_CR18 1265_CR39 1265_CR16 1265_CR38 H Zhou (1265_CR48) 2017; 11 1265_CR14 1265_CR36 1265_CR13
References_xml	– volume: 32 start-page: 16091 year: 2020 end-page: 16107 ident: CR2 article-title: An optimal pruning algorithm of classifier ensembles: dynamic programming approach publication-title: Neural Comput Appl doi: 10.1007/s00521-020-04761-6 – ident: CR22 – ident: CR18 – volume: 8 start-page: 181 issue: 2 year: 2019 end-page: 185 ident: CR29 article-title: ATTention: understanding authors and topics in context of temporal evolution publication-title: J Appl Emerg Sci – ident: CR43 – ident: CR47 – year: 2010 ident: CR28 publication-title: Brownian motion – ident: CR14 – ident: CR39 – ident: CR16 – ident: CR12 – ident: CR30 – volume: 108 start-page: 1315 issue: 3 year: 2016 end-page: 1331 ident: CR37 article-title: A diachronic study on the information provided by the research titles of applied linguistics journals publication-title: Scientometrics doi: 10.1007/s11192-016-2049-4 – ident: CR10 – ident: CR33 – volume: 11 start-page: 786 issue: 5 year: 2017 end-page: 802 ident: CR48 article-title: Topic evolution based on the probabilistic topic model: a review publication-title: Front Comput Sci doi: 10.1007/s11704-016-5442-5 – ident: CR8 – volume: 10 start-page: 606 issue: 2 year: 2016 end-page: 621 ident: CR15 article-title: Generation of topic evolution trees from heterogeneous bibliographic networks publication-title: J Informetr doi: 10.1016/j.joi.2016.04.002 – ident: CR40 – ident: CR25 – ident: CR27 – volume: 45 start-page: 554 issue: 4 year: 2019 end-page: 570 ident: CR19 article-title: Author–subject–topic model for reviewer recommendation publication-title: J Inf Sci doi: 10.1177/0165551518806116 – ident: CR23 – ident: CR46 – volume: 34 start-page: 75 issue: 1 year: 2020 end-page: 100 ident: CR42 article-title: Topical network embedding publication-title: Data Min Knowl Disc doi: 10.1007/s10618-019-00659-7 – ident: CR44 – volume: 7 start-page: 524 issue: 5 year: 2016 end-page: 529 ident: CR4 article-title: Diversity-based boosting algorithm publication-title: Int J Adv Comput Sci Appl – volume: 13 start-page: 407 issue: 1 year: 2019 end-page: 418 ident: CR6 article-title: Predicting the citations of scholarly paper publication-title: J Informetr doi: 10.1016/j.joi.2019.01.010 – volume: 8 start-page: 197 issue: 1 year: 2014 end-page: 211 ident: CR17 article-title: Content-based author co-citation analysis publication-title: J Informetr doi: 10.1016/j.joi.2013.12.001 – ident: CR38 – volume: 3 start-page: 299 year: 2015 end-page: 313 ident: CR31 article-title: Improving topic models with latent feature word representations publication-title: Trans Assoc Comput Linguist doi: 10.1162/tacl_a_00140 – volume: 12 start-page: 26 issue: 1 year: 2020 ident: CR34 article-title: Research supervisor recommendation system based on topic conformity publication-title: Int J Mod Educ Comput Sci doi: 10.5815/ijmecs.2020.01.04 – ident: CR13 – volume: 5 start-page: 191 year: 2017 end-page: 204 ident: CR21 article-title: Joint modeling of topics, citations, and topical authority in academic corpora publication-title: Trans Assoc Comput Linguist doi: 10.1162/tacl_a_00055 – ident: CR11 – volume: 28 start-page: 4 issue: 1 year: 2010 ident: CR35 article-title: Learning author-topic models from text corpora publication-title: ACM Transactions on Information Systems (TOIS) doi: 10.1145/1658377.1658381 – volume: 2018 start-page: 373 year: 2018 end-page: 378 ident: CR5 article-title: Measuring the impact of topic drift in scholarly networks publication-title: Companion Proc Web Conf – ident: CR32 – ident: CR36 – volume: 3 start-page: 993 year: 2003 end-page: 1022 ident: CR9 article-title: Latent Dirichlet allocation publication-title: J Mach Learn Res – volume: 15 start-page: 76 issue: 1 year: 2018 end-page: 86 ident: CR1 article-title: Consensus-based combining method for classifier ensembles publication-title: Int Arab J Inf Technol – ident: CR7 – ident: CR41 – ident: CR26 – volume: 22 start-page: 211 issue: 1 year: 2018 end-page: 237 ident: CR45 article-title: A framework for semantic connection based topic evolution with DeepWalk publication-title: Intell Data Anal doi: 10.3233/IDA-163282 – volume: 39 start-page: 1021 issue: 1 year: 2020 end-page: 1032 ident: CR3 article-title: Paraphrase identification using collaborative adversarial networks publication-title: J Intell Fuzzy Syst doi: 10.3233/JIFS-191933 – ident: CR24 – ident: CR20 – ident: 1265_CR40 – ident: 1265_CR12 doi: 10.1137/1.9781611972832.59 – volume: 3 start-page: 299 year: 2015 ident: 1265_CR31 publication-title: Trans Assoc Comput Linguist doi: 10.1162/tacl_a_00140 – ident: 1265_CR38 doi: 10.1007/s11192-020-03382-z – volume: 39 start-page: 1021 issue: 1 year: 2020 ident: 1265_CR3 publication-title: J Intell Fuzzy Syst doi: 10.3233/JIFS-191933 – ident: 1265_CR46 – volume: 13 start-page: 407 issue: 1 year: 2019 ident: 1265_CR6 publication-title: J Informetr doi: 10.1016/j.joi.2019.01.010 – ident: 1265_CR14 doi: 10.18653/v1/N18-1098 – volume: 45 start-page: 554 issue: 4 year: 2019 ident: 1265_CR19 publication-title: J Inf Sci doi: 10.1177/0165551518806116 – ident: 1265_CR11 doi: 10.1145/1273496.1273526 – ident: 1265_CR27 – ident: 1265_CR25 – ident: 1265_CR8 doi: 10.1145/1143844.1143859 – ident: 1265_CR23 – volume: 108 start-page: 1315 issue: 3 year: 2016 ident: 1265_CR37 publication-title: Scientometrics doi: 10.1007/s11192-016-2049-4 – ident: 1265_CR13 doi: 10.1609/aaai.v32i1.11745 – ident: 1265_CR33 – ident: 1265_CR30 doi: 10.1007/978-3-642-20161-5_82 – volume: 3 start-page: 993 year: 2003 ident: 1265_CR9 publication-title: J Mach Learn Res – ident: 1265_CR39 – volume: 5 start-page: 191 year: 2017 ident: 1265_CR21 publication-title: Trans Assoc Comput Linguist doi: 10.1162/tacl_a_00055 – volume: 28 start-page: 4 issue: 1 year: 2010 ident: 1265_CR35 publication-title: ACM Transactions on Information Systems (TOIS) doi: 10.1145/1658377.1658381 – volume-title: Brownian motion year: 2010 ident: 1265_CR28 – ident: 1265_CR7 doi: 10.1145/2872427.2883046 – ident: 1265_CR18 – ident: 1265_CR43 – ident: 1265_CR16 doi: 10.1109/BIGCOMP.2016.7425797 – volume: 12 start-page: 26 issue: 1 year: 2020 ident: 1265_CR34 publication-title: Int J Mod Educ Comput Sci doi: 10.5815/ijmecs.2020.01.04 – ident: 1265_CR20 – ident: 1265_CR47 doi: 10.1609/aaai.v31i1.11062 – ident: 1265_CR10 – volume: 10 start-page: 606 issue: 2 year: 2016 ident: 1265_CR15 publication-title: J Informetr doi: 10.1016/j.joi.2016.04.002 – volume: 34 start-page: 75 issue: 1 year: 2020 ident: 1265_CR42 publication-title: Data Min Knowl Disc doi: 10.1007/s10618-019-00659-7 – volume: 2018 start-page: 373 year: 2018 ident: 1265_CR5 publication-title: Companion Proc Web Conf – ident: 1265_CR41 doi: 10.1145/3077136.3080806 – volume: 8 start-page: 181 issue: 2 year: 2019 ident: 1265_CR29 publication-title: J Appl Emerg Sci – volume: 7 start-page: 524 issue: 5 year: 2016 ident: 1265_CR4 publication-title: Int J Adv Comput Sci Appl – volume: 22 start-page: 211 issue: 1 year: 2018 ident: 1265_CR45 publication-title: Intell Data Anal doi: 10.3233/IDA-163282 – volume: 8 start-page: 197 issue: 1 year: 2014 ident: 1265_CR17 publication-title: J Informetr doi: 10.1016/j.joi.2013.12.001 – ident: 1265_CR36 doi: 10.1145/3178876.3185999 – ident: 1265_CR44 doi: 10.1145/1150402.1150450 – ident: 1265_CR26 – volume: 32 start-page: 16091 year: 2020 ident: 1265_CR2 publication-title: Neural Comput Appl doi: 10.1007/s00521-020-04761-6 – ident: 1265_CR32 – ident: 1265_CR22 doi: 10.1007/s13042-020-01152-0 – volume: 11 start-page: 786 issue: 5 year: 2017 ident: 1265_CR48 publication-title: Front Comput Sci doi: 10.1007/s11704-016-5442-5 – ident: 1265_CR24 doi: 10.1609/aaai.v29i1.9522 – volume: 15 start-page: 76 issue: 1 year: 2018 ident: 1265_CR1 publication-title: Int Arab J Inf Technol
SSID	ssj0000603302 ssib031263576 ssib033405570
Score	2.209117
Snippet	Scholarly documents are sources of information on research topics written by academic experts. Topic drift in such scholarly documents is usually linked with...
SourceID	proquest crossref springer
SourceType	Aggregation Database Enrichment Source Index Database Publisher
StartPage	1667
SubjectTerms	Artificial Intelligence Bivariate analysis Brownian motion Citation analysis Citations Complex Systems Computational Intelligence Context Control Documents Drift Engineering Influence Keywords Mechatronics Original Article Pattern Recognition Robotics Semantics Systems Biology Trends
SummonAdditionalLinks	– databaseName: SpringerLINK Contemporary 1997-Present dbid: RSV link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8QwEB58HfTgW1xf5OBB0cC22abJUUQRD4vgAz2VvKoL0sq2K_jvTbLpVkUFvfTQTlsySeaRmfkGYJ9bnRgljGMjVYp7aUIxT0yOZURllwmlNZG-2UTa77P7e34VisKqJtu9CUl6Sd0WuznPGzt3xwpVmmA6DbOJQ5txPvr1XbOKSOTwVVolS0jP40xNTl661N4bJyMyyhwabxSqab7_zWeN1ZqhXyKnXiGdL_1vKMuwGAxQdDJeMSswZYpVWPgAS7gKK2HDV-ggoFIfrsHDZTkoahS6TDyiMkdiVD-VQyQKjVSA-kYu9d3K-wpZYxgp3zLCUevhIK_RoEDBmX5-Q7pUI19ftw6352c3pxc49GXAitC0xqQndaq4TkmkjYkpj3KSREQm2lDGRC4k1ZxK66t0hY5VLIRJJLMSXuq4Z5Uy2YCZoizMJiBOrQFncnsh1k_sKqGsdmQuXBdrrmjcgajhfdaMxPXOeM5auGXHy8zyMvO8zGgHjibvvIwhO36l3mmmNAvbt8pi7qKLzhfswHEzhe3jn7-29TfybZiPXY6MP9XZgZl6ODK7MKde60E13PPL-h2NGOzc priority: 102 providerName: Springer Nature
Title	Joint learning of author and citation contexts for computing drift in scholarly documents
URI	https://link.springer.com/article/10.1007/s13042-020-01265-6 https://www.proquest.com/docview/2919539996
Volume	12
WOSCitedRecordID	wos000607770700007&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: 1868-808X dateEnd: 20241213 omitProxy: false ssIdentifier: ssj0000603302 issn: 1868-8071 databaseCode: P5Z dateStart: 20101201 isFulltext: true titleUrlDefault: https://search.proquest.com/hightechjournals providerName: ProQuest – providerCode: PRVPQU databaseName: Computer Science Database customDbUrl: eissn: 1868-808X dateEnd: 20241213 omitProxy: false ssIdentifier: ssj0000603302 issn: 1868-8071 databaseCode: K7- dateStart: 20101201 isFulltext: true titleUrlDefault: http://search.proquest.com/compscijour providerName: ProQuest – providerCode: PRVPQU databaseName: Engineering Database customDbUrl: eissn: 1868-808X dateEnd: 20241213 omitProxy: false ssIdentifier: ssj0000603302 issn: 1868-8071 databaseCode: M7S dateStart: 20101201 isFulltext: true titleUrlDefault: http://search.proquest.com providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 1868-808X dateEnd: 20241213 omitProxy: false ssIdentifier: ssj0000603302 issn: 1868-8071 databaseCode: BENPR dateStart: 20101201 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVAVX databaseName: SpringerLINK Contemporary 1997-Present customDbUrl: eissn: 1868-808X dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000603302 issn: 1868-8071 databaseCode: RSV dateStart: 20101201 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/eLvHCXMwpV1Lb9QwEB7RlgMXoAXElrLygUMrsNjEG8c-IahaIZBWq7agwiXyK7BSlbSbLBL_npms06iV2gsXHxInijPjefsbgDcadWKSKc2DdTmf5pnkOgslt4m0E2Wc98J2zSby2Uydn-t5DLg1sayyl4mdoPa1oxj5-1RTwofM8w-XV5y6RlF2NbbQ2IAtQipDPt_6dDSbn_QcJRLCWhkUrhDTDnPqOgozkXhtXZiopCJk3iSerFmfryNnn5OHhXJcZlze1F6DSXori9opp-Mn_7usp_A4mqXs45qPtuFBqHZgO278hu1HdOqDZ_DjS72oWha7TfxidcnMqv1dL5mpPHMR8ptRCTzK_YahUcxc1zqCZvvlomzZomLRqb74y_AbV905u-fw7fjo7PAzj_0ZuBMyb7mYWp877XOR-BBSqZNSZImwmQ9SKVMaK72WFn2WifGpS40JmVUo6a1Pp6icxQvYrOoqvASmJRpyocRBoL84ccahllSUtku9djIdQdL_96JfCfXQuCgG2GWiVYG0KjpaFXIEb6-fuVxDd9w7e68nUBG3cVMM1BnBu57Ew-2737Z7_9tewaOUamO6aM4ebLbLVXgND92fdtEsx5GJx7DxNedjqkY9xXGe_cTx5PT7P4Fz9-k
linkProvider	ProQuest
linkToHtml	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3dT9UwFD_Bi4m8CPgRrwL2QRONNt61W9c-EAIIAcEbYjCBp9mv4U3Ihne7Ev4p_kbarWPRRN548GUPW3eStr-ec3o-Ad4IJxOjhAtslU5xnCYMi8TmWEVMjbjUxlDVNJtIx2N-ciKO5uC6y4XxYZUdT2wYtSm1t5F_IsI7fLx6vnHxC_uuUd672rXQaGFxYK8u3ZWtWt__7Pb3LSG7O8fbezh0FcCasrTGNFYm1cKkNDLWEiainCYRVYmxjHOZS8WMYMpp2iNpiCZS2kRxx5-UIbETKdTRfQDzMY1ZMoD5rZ3x0bcOwTTytV16AU9p3NS4urX6jJh71wZCcsZ9JeAoZPK0-XzeuID9jc7JDZZg9qe07FXgv7y2jTDcXfzflnEJHge1G22252QZ5mzxBJYDY6vQu1B9-_1TOP1STooahW4aZ6jMkZzVP8spkoVBOpQ0Rz7E38m1CjmlH-mmNYYfbaaTvEaTAgWjwfkVcmsya_IIn8H3e5nicxgUZWFfABLMKao2dw_q7sMjLbXTArh3SxIjNCNDiLp9zrqZ-B4h51lfVtpjI3PYyBpsZGwIH27_uWhLk9w5eqUDRBbYVJX1aBjCxw5S_ed_U3t5N7XX8Gjv-Othdrg_PngFC8THATWWqxUY1NOZXYWH-nc9qaZr4QAh-HHfYLsBoLJVOQ
linkToPdf	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LT9wwEB5RQBU9QHfbiuVVH3ooai02ceLYRwSsoK1WiLZoe4r8SrsSStButoJ_j-11yIJKpaqXHJLJw4945vPMfAPwjludGKWMYyNVhpMspZinpsAyorLPhNKaSF9sIhsO2WjEzxey-H20e-OSnOc0OJamsj641sVBm_jmUDh20McusDTF9BmsJBbJuKCui6-XzYwikeNaaRUuIYnnnLrfhelTe24emMgoc8y8Ucis-fNrHmqv1iR95EX1ymmw8f_NegnrwTBFh_OZ1IElU3bhxQJdYRc6YSGYoveBrXr_Ffz4VI3LGoXqEz9RVSAxq39VEyRKjVSgAEf-Q27qKbJGMlK-lIST1pNxUaNxiQLIvrpFulIzn3f3Gr4PTr4dneJQrwErQrMak0TqTHGdkUgbE1MeFSSNiEy1oYyJQkiqOZUWw_SFjlUshEklsyu_1HFilTV5A8tlVZpNQJxaw84U9kAsfuwroazWZM6NF2uuaNyDqBmHvGmJq6lxlbc0zK4vc9uXue_LnPbgw_0913Mqj79K7zTDm4ffeprH3HkdHUbswcdmONvLTz9t69_E38Lz8-NB_uVs-Hkb1mIXRuM3fnZguZ7MzC6sqt_1eDrZ87P9DvAI-KQ
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=Joint+learning+of+author+and+citation+contexts+for+computing+drift+in+scholarly+documents&rft.jtitle=International+journal+of+machine+learning+and+cybernetics&rft.au=Vijayarani%2C+J&rft.au=Geetha%2C+T.+V&rft.date=2021-06-01&rft.pub=Springer+Nature+B.V&rft.issn=1868-8071&rft.eissn=1868-808X&rft.volume=12&rft.issue=6&rft.spage=1667&rft.epage=1686&rft_id=info:doi/10.1007%2Fs13042-020-01265-6
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1868-8071&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1868-8071&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1868-8071&client=summon