{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T09:33:34Z","timestamp":1770284014133,"version":"3.49.0"},"reference-count":47,"publisher":"SAGE Publications","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2019,3,26]]},"DOI":"10.3233\/jifs-169934","type":"journal-article","created":{"date-parts":[[2019,2,12]],"date-time":"2019-02-12T13:50:44Z","timestamp":1549979444000},"page":"2229-2240","source":"Crossref","is-referenced-by-count":4,"title":["User graph topic model"],"prefix":"10.1177","volume":"36","author":[{"given":"Nadeem","family":"Akhtar","sequence":"first","affiliation":[{"name":"Department of Computer Engineering, Zakir Husain College of Engineering & Technology, Aligarh Muslim University, Aligarh, UP, India"}]},{"given":"M.M. Sufyan","family":"Beg","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Zakir Husain College of Engineering & Technology, Aligarh Muslim University, Aligarh, UP, India"}]}],"member":"179","reference":[{"issue":"4","key":"10.3233\/JIFS-169934_ref1","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1145\/2133806.2133826","article-title":"Probabilistic topic models","volume":"55","author":"Blei","year":"2012","journal-title":"Communications of the ACM"},{"key":"10.3233\/JIFS-169934_ref2","volume-title":"Proceedings of the ACLI-JCNLP 2009 Conference Short Papers","author":"Wang","year":"2009"},{"issue":"3","key":"10.3233\/JIFS-169934_ref3","doi-asserted-by":"crossref","first-page":"1340","DOI":"10.1016\/j.eswa.2014.09.015","article-title":"A novel contextual topic model for multi-document summarization","volume":"42","author":"Yang","year":"2015","journal-title":"Expert Systems with Applications"},{"key":"10.3233\/JIFS-169934_ref4","first-page":"21","article-title":"Hierarchical summarization of text documents using topic modeling and formal concept analysis","volume":"2","author":"Akhtar","year":"2018","journal-title":"Data Management, Analytics and Innovation"},{"key":"10.3233\/JIFS-169934_ref5","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1007\/978-981-10-7098-3_6","volume-title":"Applications of Soft Computing for the Web","author":"Akhtar","year":"2017"},{"key":"10.3233\/JIFS-169934_ref6","volume-title":"Proceedings of the 18th ACM Conference on Information and Knowledge Management","author":"Lin","year":"2009"},{"key":"10.3233\/JIFS-169934_ref7","doi-asserted-by":"crossref","first-page":"563","DOI":"10.1016\/j.procs.2017.09.115","article-title":"Aspect based sentiment oriented summarization of hotel reviews","volume":"115","author":"Akhtar","year":"2017","journal-title":"Procedia Computer Science"},{"key":"10.3233\/JIFS-169934_ref8","volume-title":"Pacific-Asia Conference on Knowledge Discovery and Data Mining Heidelberg","author":"Zhai","year":"2011"},{"key":"10.3233\/JIFS-169934_ref9","volume-title":"International Conference on Innovations for Community Services","author":"Ho","year":"2018"},{"key":"10.3233\/JIFS-169934_ref10","doi-asserted-by":"crossref","unstructured":"Y. Hu , K. Zhai , V. Edelman and J. Boyd-Graber , Polylingual tree-based topic models for translation domain adaptation association for computational linguistics, 2014.","DOI":"10.3115\/v1\/P14-1110"},{"key":"10.3233\/JIFS-169934_ref11","doi-asserted-by":"crossref","unstructured":"L. Hong and B.D. Davison , Empirical study of topic modeling in twitter, In Workshop on Social Media Analytics (2010).","DOI":"10.1145\/1964858.1964870"},{"key":"10.3233\/JIFS-169934_ref12","doi-asserted-by":"crossref","first-page":"1445","DOI":"10.1145\/2488388.2488514","volume-title":"Proceedings of the 22nd international conference on World Wide Web","author":"Yan","year":"2013"},{"issue":"1","key":"10.3233\/JIFS-169934_ref13","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1007\/s11704-011-1167-7","article-title":"Enriching short text representation in microblog for clustering","volume":"6","author":"Tang","year":"2012","journal-title":"Frontiers of Computer Science in China"},{"key":"10.3233\/JIFS-169934_ref14","first-page":"2262","article-title":"Clustering tweets using wikipedia concepts","author":"Tang","year":"2014","journal-title":"LREC"},{"key":"10.3233\/JIFS-169934_ref15","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1016\/j.ins.2017.02.007","article-title":"A general framework to expand short text for topic modeling","volume":"393","author":"Bicalho","year":"2017","journal-title":"Information Sciences"},{"key":"10.3233\/JIFS-169934_ref16","doi-asserted-by":"crossref","unstructured":"R. Mehrotra , S. Sanner , W. Buntine and L. Xie , Improving lda topic models for microblogs via tweet pooling and automatic labeling, In SIGIR (2013).","DOI":"10.1145\/2484028.2484166"},{"key":"10.3233\/JIFS-169934_ref17","first-page":"519","article-title":"Topic modeling in twitter: Aggregating tweets by conversations","volume":"2016","author":"Alvarez-Melis","year":"2016","journal-title":"ICWSM"},{"key":"10.3233\/JIFS-169934_ref18","first-page":"19","article-title":"Improving microblog clustering: Tweet pooling schemes","author":"Akhtar","year":"2018","journal-title":"CSI Journal of Computing"},{"key":"10.3233\/JIFS-169934_ref19","doi-asserted-by":"crossref","unstructured":"X. Yan , et al., A biterm topic model for short texts, In Proceedings of the 22nd International Conference on World Wide Web ACM, 2013.","DOI":"10.1145\/2488388.2488514"},{"key":"10.3233\/JIFS-169934_ref20","volume-title":"European Conference on Information Retrieval","author":"Zhao","year":"2011"},{"issue":"2","key":"10.3233\/JIFS-169934_ref21","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1007\/s10115-015-0882-z","article-title":"Word network topic model: A simple but general solution for short and imbalanced texts","volume":"48","author":"Zuo","year":"2016","journal-title":"Knowledge and Information Systems"},{"key":"10.3233\/JIFS-169934_ref22","unstructured":"J.D. Mcauliffe and D.M. Blei , Supervised topic models, Advances in Neural Information Processing Systems, 2008."},{"key":"10.3233\/JIFS-169934_ref23","doi-asserted-by":"crossref","unstructured":"Y. Wang , et al., Hashtag graph based topic model for tweet mining, Data Mining (ICDM) 2014 (2014).","DOI":"10.1109\/ICDM.2014.60"},{"issue":"5","key":"10.3233\/JIFS-169934_ref24","doi-asserted-by":"crossref","first-page":"5330","DOI":"10.1016\/j.eswa.2010.10.025","article-title":"Atag-topicmodelforblog mining","volume":"38","author":"Tsai","year":"2011","journal-title":"Expert Systems with Applications"},{"key":"10.3233\/JIFS-169934_ref25","volume-title":"Technical report, TR-1553","author":"Zhu","year":"2006"},{"key":"10.3233\/JIFS-169934_ref26","doi-asserted-by":"crossref","unstructured":"S. Li , et al., Tag-weighted dirichlet allocation, Data Mining (ICDM) 2013 (2013).","DOI":"10.1109\/ICDM.2013.11"},{"key":"10.3233\/JIFS-169934_ref27","doi-asserted-by":"crossref","unstructured":"M. Qiu , F. Zhu and J. Jiang , It is not just what we say, but how we say them: Lda-based behavior-topic model, In Proceedings of the 2013 SIAM International Conference on Data Mining Society for Industrial and Applied Mathematics, 2013.","DOI":"10.1137\/1.9781611972832.88"},{"key":"10.3233\/JIFS-169934_ref28","doi-asserted-by":"crossref","first-page":"196","DOI":"10.1016\/j.future.2015.10.012","article-title":"A personalized hashtag recommendation approach using lda-based topic model in microblog environment","volume":"65","author":"Zhao","year":"2016","journal-title":"Future Generation Computer Systems"},{"key":"10.3233\/JIFS-169934_ref29","doi-asserted-by":"crossref","unstructured":"Z. Ma , et al., Tag-latent dirichlet allocation: Understanding hashtags and their relationships, In IEEE Computer Society, editor, Proceedings of the 2013 IEEE\/WIC\/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT)-Volume 01, 2013.","DOI":"10.1109\/WI-IAT.2013.38"},{"key":"10.3233\/JIFS-169934_ref30","unstructured":"M. Rosen-Zvi , et al., The author-topic model for authors and documents, In Auai Press, editor, Proceedings of the 20th Conference on Uncertainty in Artificial Intelligence, 2004."},{"key":"10.3233\/JIFS-169934_ref31","first-page":"993","article-title":"Latent dirichlet allocation","volume":"3","author":"Blei","year":"2003","journal-title":"Journal of Machine Learning Research"},{"key":"10.3233\/JIFS-169934_ref32","unstructured":"H. Thomas , Probabilistic latent semantic analysis. In Morgan Kaufmann Publishers Inc, editor, Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence, 1999."},{"key":"10.3233\/JIFS-169934_ref33","unstructured":"D.M. Blei and J.D. Lafferty , Correlated topic models, In Proceedings of the 18th International Conference on Neural Information Processing Systems, 2005."},{"key":"10.3233\/JIFS-169934_ref34","doi-asserted-by":"crossref","unstructured":"D.M. Blei and J.D. Lafferty , Dynamic topic models, In Proceedings of the 23rd International Conference on Machine Learning ACM, 2006.","DOI":"10.1145\/1143844.1143859"},{"key":"10.3233\/JIFS-169934_ref35","doi-asserted-by":"crossref","unstructured":"J. Chang and B. David , Relational topic models for document networks, Artificial Intelligence and Statistics (2009).","DOI":"10.1214\/09-AOAS309"},{"key":"10.3233\/JIFS-169934_ref36","unstructured":"T.L. Griffiths , et al., Hierarchical topic models and the nested chinese restaurant process, Advances in Neural Information Processing Systems (2004)."},{"key":"10.3233\/JIFS-169934_ref37","first-page":"5","article-title":"Topic modeling for short texts with cooccurrence frequency-based expansion","volume":"2016","author":"Pedrosa","year":"2016","journal-title":"Intelligent Systems (BRACIS)"},{"key":"10.3233\/JIFS-169934_ref38","unstructured":"X. Quan , et al., Short and Sparse Text Topic Modeling via Self-Aggregation, IJCAI (2015)."},{"key":"10.3233\/JIFS-169934_ref39","doi-asserted-by":"crossref","unstructured":"C. Li , et al., Topic modeling for short texts with auxiliary word embeddings, In Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval ACM, 2016.","DOI":"10.1145\/2911451.2911499"},{"key":"10.3233\/JIFS-169934_ref40","doi-asserted-by":"crossref","unstructured":"D. Ramage , et al., Labeled lda: A supervised topic model for credit attribution in multi-labeled corpora, In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1-Volume 1 Association for Computational Linguistics, 2009.","DOI":"10.3115\/1699510.1699543"},{"key":"10.3233\/JIFS-169934_ref41","first-page":"1","article-title":"Characterizing microblogs with topic models","volume":"10","author":"Ramage","year":"2010","journal-title":"ICWSM"},{"key":"10.3233\/JIFS-169934_ref42","unstructured":"G. Heinrich , Parameter estimation for text analysis, arbylon.net\/publications\/text-est.pdf, Web 2005."},{"key":"10.3233\/JIFS-169934_ref43","unstructured":"T. Griffiths , Gibbs sampling in the generative model of latent dirichlet allocation, 2002."},{"key":"10.3233\/JIFS-169934_ref44","doi-asserted-by":"crossref","unstructured":"W.R. Gilks , Markov chain monte carlo, Encyclopedia of Biostatistics (2005).","DOI":"10.1002\/0470011815.b2a14021"},{"issue":"suppl 1","key":"10.3233\/JIFS-169934_ref45","doi-asserted-by":"crossref","first-page":"5228","DOI":"10.1073\/pnas.0307752101","article-title":"Finding scientific topics","volume":"101","author":"Griffiths","year":"2004","journal-title":"Proceedings of the National Academy of Sciences"},{"key":"10.3233\/JIFS-169934_ref47","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511809071","volume-title":"Introduction to Information Retrieval","author":"Manning","year":"2008"},{"key":"10.3233\/JIFS-169934_ref48","unstructured":"D. Newman , et al., Automatic evaluation of topic coherence, Human Language Technologies: The 2010 (2010)."}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-169934","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,4]],"date-time":"2026-02-04T19:22:38Z","timestamp":1770232958000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-169934"}},"subtitle":[],"editor":[{"given":"Sabu M.","family":"Thampi","sequence":"additional","affiliation":[]},{"given":"El-Sayed M.","family":"El-Alfy","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2019,3,26]]},"references-count":47,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.3233\/jifs-169934","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,3,26]]}}}