메뉴 건너뛰기




Volumn 152, Issue , 2015, Pages 274-286

Search engine reinforced semi-supervised classification and graph-based summarization of microblogs

Author keywords

Microblog; Pagerank; Probabilistic graphical model; Semi supervised; Summarization; Topic classification

Indexed keywords

CLASSIFICATION (OF INFORMATION); GRAPHIC METHODS; SUPERVISED LEARNING;

EID: 84921054617     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2014.10.068     Document Type: Article
Times cited : (22)

References (57)
  • 1
    • 84921044129 scopus 로고    scopus 로고
    • Mobile Marketing Statistics 2014, Technical Report, SmartInsights
    • D. Bosomworth, Mobile Marketing Statistics 2014, Technical Report, SmartInsights, 2014.
    • (2014)
    • Bosomworth, D.1
  • 2
    • 74549114844 scopus 로고    scopus 로고
    • Exploiting internal and external semantics for the clustering of short texts using world knowledge
    • Proceedings of the ACM Conference on Information and Knowledge Management (CIKM)
    • X. Hu, N. Sun, C. Zhang, T.-S. Chua, Exploiting internal and external semantics for the clustering of short texts using world knowledge, in: Proceedings of the ACM Conference on Information and Knowledge Management (CIKM), 2009, pp. 919-928.
    • (2009) , pp. 919-928
    • Hu, X.1    Sun, N.2    Zhang, C.3    Chua, T.-S.4
  • 3
    • 0003780986 scopus 로고    scopus 로고
    • The PageRank Citation Ranking
    • Bringing Order to the Web, Technical Report, Stanford University
    • L. Page, S. Brin, R. Motwani, T. Winograd, The PageRank Citation Ranking: Bringing Order to the Web, Technical Report, Stanford University, 1999.
    • (1999)
    • Page, L.1    Brin, S.2    Motwani, R.3    Winograd, T.4
  • 4
    • 84893721621 scopus 로고    scopus 로고
    • Hubs, authorities, and communities, ACM Comput
    • J.M. Kleinberg, Hubs, authorities, and communities, ACM Comput. Surv. 31 (4es).
    • Surv. 31 (4es).
    • Kleinberg, J.M.1
  • 5
    • 79952436810 scopus 로고    scopus 로고
    • A comparison of microblog search and web search
    • #TwitterSearch: in: Proceedings of the ACM International Conference on Web Search and Data Mining (WSDM)
    • J. Teevan, D. Ramage, M.R. Morris, #TwitterSearch: a comparison of microblog search and web search, in: Proceedings of the ACM International Conference on Web Search and Data Mining (WSDM), 2011, pp. 35-44.
    • (2011) , pp. 35-44
    • Teevan, J.1    Ramage, D.2    Morris, M.R.3
  • 6
    • 84890744893 scopus 로고    scopus 로고
    • Exploring social-historical ties on location-based social networks
    • Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM)
    • H. Gao, J. Tang, H. Liu, Exploring social-historical ties on location-based social networks, in: Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM), 2012, pp. 114-121.
    • (2012) , pp. 114-121
    • Gao, H.1    Tang, J.2    Liu, H.3
  • 7
    • 85099781634 scopus 로고    scopus 로고
    • Event detection in twitter
    • Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM)
    • J. Weng, B.-S. Lee, Event detection in twitter, in: Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM), 2011, pp. 401-408.
    • (2011) , pp. 401-408
    • Weng, J.1    Lee, B.-S.2
  • 8
    • 79956000165 scopus 로고    scopus 로고
    • Empirical study of topic modeling in twitter
    • Proceedings of the Workshop on Social Media Analytics (SOMA)
    • L. Hong, B.D. Davison, Empirical study of topic modeling in twitter, in: Proceedings of the Workshop on Social Media Analytics (SOMA), 2010, pp. 80-88.
    • (2010) , pp. 80-88
    • Hong, L.1    Davison, B.D.2
  • 11
    • 80053392186 scopus 로고    scopus 로고
    • Labeled LDA: a supervised topic model for credit attribution in multi-labeled corpora
    • Proceedings of International Conference on Empirical Methods in Natural Language Processing (EMNLP)
    • D. Ramage, D. Hall, R. Nallapati, C.D. Manning, Labeled LDA: a supervised topic model for credit attribution in multi-labeled corpora, in: Proceedings of International Conference on Empirical Methods in Natural Language Processing (EMNLP), 2009, pp. 248-256.
    • (2009) , pp. 248-256
    • Ramage, D.1    Hall, D.2    Nallapati, R.3    Manning, C.D.4
  • 12
    • 84890724114 scopus 로고    scopus 로고
    • Charaterizing microblog with topic models
    • Proceedings of International Conference on Weblogs and Social Media (ICWSM)
    • D. Ramage, S. Dumais, D. Liebling, Charaterizing microblog with topic models, in: Proceedings of International Conference on Weblogs and Social Media (ICWSM), 2010, pp. 130-137.
    • (2010) , pp. 130-137
    • Ramage, D.1    Dumais, S.2    Liebling, D.3
  • 13
    • 84863157333 scopus 로고    scopus 로고
    • Twitter trending topic classification
    • Proceedings of the IEEE International Conference on Data Mining Workshops (ICDMW)
    • K. Lee, D. Palsetia, R. Narayanan, M.M.A. Patwary, A. Agrawal, A. Choudhary, Twitter trending topic classification, in: Proceedings of the IEEE International Conference on Data Mining Workshops (ICDMW), 2011, pp. 251-258.
    • (2011) , pp. 251-258
    • Lee, K.1    Palsetia, D.2    Narayanan, R.3    Patwary, M.M.A.4    Agrawal, A.5    Choudhary, A.6
  • 14
    • 83055179197 scopus 로고    scopus 로고
    • Classifying trending topics: a typology of conversation triggers on twitter
    • Proceedings of ACM Conference on Information and Knowledge Management (CIKM)
    • A. Zubiaga, D. Spina, V. Fresno, R. Martinez, Classifying trending topics: a typology of conversation triggers on twitter, in: Proceedings of ACM Conference on Information and Knowledge Management (CIKM), 2011, pp. 2461-2464.
    • (2011) , pp. 2461-2464
    • Zubiaga, A.1    Spina, D.2    Fresno, V.3    Martinez, R.4
  • 15
    • 77956025040 scopus 로고    scopus 로고
    • Short text classification in twitter to improve information filtering
    • Proceedings of the ACM International Conference on Research and Development in Information Retrieval (SIGIR)
    • B. Sriram, D. Fuhry, E. Demir, H. Ferhatosmanoglu, M. Demirbas, Short text classification in twitter to improve information filtering, in: Proceedings of the ACM International Conference on Research and Development in Information Retrieval (SIGIR), 2010, pp. 841-842.
    • (2010) , pp. 841-842
    • Sriram, B.1    Fuhry, D.2    Demir, E.3    Ferhatosmanoglu, H.4    Demirbas, M.5
  • 18
    • 85029354955 scopus 로고    scopus 로고
    • From single to multi-document summarization: a prototype system and its evaluation
    • Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics (ACL)
    • C.-Y. Lin, E. Hovy, From single to multi-document summarization: a prototype system and its evaluation, in: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics (ACL), 2002, pp. 457-464.
    • (2002) , pp. 457-464
    • Lin, C.-Y.1    Hovy, E.2
  • 20
    • 84866033813 scopus 로고    scopus 로고
    • A framework for summarizing and analyzing twitter feeds
    • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD)
    • X. Yang, A. Ghoting, Y. Ruan, S. Parthasarathy, A framework for summarizing and analyzing twitter feeds, in: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD), 2012, pp. 370-378.
    • (2012) , pp. 370-378
    • Yang, X.1    Ghoting, A.2    Ruan, Y.3    Parthasarathy, S.4
  • 21
    • 84924106350 scopus 로고    scopus 로고
    • Topical clustering of tweets
    • Proceedings of the SIGIR Workshop on Social Web Search and Mining (SWSM)
    • K.D. Rosa, R. Shah, B. Lin, A. Gershman, R. Frederking, Topical clustering of tweets, in: Proceedings of the SIGIR Workshop on Social Web Search and Mining (SWSM), 2011, pp. 223-232.
    • (2011) , pp. 223-232
    • Rosa, K.D.1    Shah, R.2    Lin, B.3    Gershman, A.4    Frederking, R.5
  • 22
    • 84876796919 scopus 로고    scopus 로고
    • Exploiting category-specific information for multi-document summarization
    • Proceedings of the International Conference on Computational Linguistics (COLING)
    • J.-P. Ng, P. Bysani, Z. Lin, M.-Y. Kan, C.-L. Tan, Exploiting category-specific information for multi-document summarization, in: Proceedings of the International Conference on Computational Linguistics (COLING), 2012, pp. 2093-2108.
    • (2012) , pp. 2093-2108
    • Ng, J.-P.1    Bysani, P.2    Lin, Z.3    Kan, M.-Y.4    Tan, C.-L.5
  • 23
    • 84864046290 scopus 로고    scopus 로고
    • Towards real-time summarization of scheduled events from twitter streams
    • Proceedings of the ACM Conference on Hypertext and Social Media
    • A. Zubiaga, D. Spina, E. Amigo, J. Gonzalo, Towards real-time summarization of scheduled events from twitter streams, in: Proceedings of the ACM Conference on Hypertext and Social Media, 2012, pp. 230-319.
    • (2012) , pp. 230-319
    • Zubiaga, A.1    Spina, D.2    Amigo, E.3    Gonzalo, J.4
  • 24
    • 37149002864 scopus 로고    scopus 로고
    • A study of global inference algorithms in multi-document summarization
    • Springer, Berlin, Heidelberg
    • McDonald R. A study of global inference algorithms in multi-document summarization. Advances in Information Retrieval, Lecture Notes in Computer Science 2007, vol. 4425:557-564. Springer, Berlin, Heidelberg.
    • (2007) Advances in Information Retrieval, Lecture Notes in Computer Science , vol.4425 , pp. 557-564
    • McDonald, R.1
  • 25
    • 84876804329 scopus 로고    scopus 로고
    • Multiple aspect summarization using integer linear programming
    • Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP)
    • K. Woodsend, M. Lapata, Multiple aspect summarization using integer linear programming, in: Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP), 2012, pp. 233-243.
    • (2012) , pp. 233-243
    • Woodsend, K.1    Lapata, M.2
  • 27
    • 79960119571 scopus 로고    scopus 로고
    • Summarizing microblogs automatically
    • Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL)
    • B. Sharifi, M.-A. Hutton, J. Kalita, Summarizing microblogs automatically, in: Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL), 2010, pp. 685-688.
    • (2010) , pp. 685-688
    • Sharifi, B.1    Hutton, M.-A.2    Kalita, J.3
  • 28
    • 78649269489 scopus 로고    scopus 로고
    • Experiments in microblog summarization
    • Proceedings of the IEEE International Conference on Social Computing (SocialCom)
    • B. Sharifi, M.-A. Hutton, J. Kalita, Experiments in microblog summarization, in: Proceedings of the IEEE International Conference on Social Computing (SocialCom), 2010, pp. 49-56.
    • (2010) , pp. 49-56
    • Sharifi, B.1    Hutton, M.-A.2    Kalita, J.3
  • 29
    • 84907375374 scopus 로고    scopus 로고
    • Relevance modeling for microblog summarization
    • Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM)
    • S.M. Harabagiu, A. Hickl, Relevance modeling for microblog summarization, in: Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM), 2011, pp. 514-517.
    • (2011) , pp. 514-517
    • Harabagiu, S.M.1    Hickl, A.2
  • 30
    • 27344433526 scopus 로고    scopus 로고
    • LexRank. graph-based lexical centrality as salience in text summarization
    • Erkan G., Radev D.R. LexRank. graph-based lexical centrality as salience in text summarization. J. Artif. Intell. 2004, 22:457-479.
    • (2004) J. Artif. Intell. , vol.22 , pp. 457-479
    • Erkan, G.1    Radev, D.R.2
  • 31
    • 85114317854 scopus 로고    scopus 로고
    • Textrank: bringing order into texts
    • Proceedings of International Conference on Empirical Methods in Natural Language Processing (EMNLP)
    • R. Mihalcea, P. Tarau, Textrank: bringing order into texts, in: Proceedings of International Conference on Empirical Methods in Natural Language Processing (EMNLP), 2004, pp. 404-411.
    • (2004) , pp. 404-411
    • Mihalcea, R.1    Tarau, P.2
  • 33
    • 84945992443 scopus 로고    scopus 로고
    • A preliminary study of tweet summarization using information extraction
    • Proceedings of the Workshop on Language in Social Media (LASM)
    • W. Xu, R. Grishman, A. Meyers, A. Ritter, A preliminary study of tweet summarization using information extraction, in: Proceedings of the Workshop on Language in Social Media (LASM), 2013, pp. 20-29.
    • (2013) , pp. 20-29
    • Xu, W.1    Grishman, R.2    Meyers, A.3    Ritter, A.4
  • 34
    • 85016631276 scopus 로고    scopus 로고
    • Event summarization using tweets
    • Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM)
    • D. Chakrabarti, K. Punera, Event summarization using tweets, in: Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM), 2011, pp. 66-73.
    • (2011) , pp. 66-73
    • Chakrabarti, D.1    Punera, K.2
  • 35
    • 84876788491 scopus 로고    scopus 로고
    • Twitter topic summarization by ranking tweets using social influence and content quality
    • Proceedings of the International Conference on Computational Linguistics (COLING)
    • Y. Duan, Z. Chen, F. Wei, M. Zhou, H.-Y. Shum, Twitter topic summarization by ranking tweets using social influence and content quality, in: Proceedings of the International Conference on Computational Linguistics (COLING), 2012, pp. 763-780.
    • (2012) , pp. 763-780
    • Duan, Y.1    Chen, Z.2    Wei, F.3    Zhou, M.4    Shum, H.-Y.5
  • 36
    • 84876790792 scopus 로고    scopus 로고
    • A semi-supervised bayesian network model for microblog topic classification
    • Proceedings of the International Conference on Computational Linguistics (COLING)
    • Y. Chen, Z. Li, L. Nie, X. Hu, W. Xiangyu, T.-S. Chua, Z. Xiaoming, A semi-supervised bayesian network model for microblog topic classification, in: Proceedings of the International Conference on Computational Linguistics (COLING), 2012, pp. 561-576.
    • (2012) , pp. 561-576
    • Chen, Y.1    Li, Z.2    Nie, L.3    Hu, X.4    Xiangyu, W.5    Chua, T.-S.6    Xiaoming, Z.7
  • 37
    • 84904337333 scopus 로고    scopus 로고
    • Adaptive parser-centric text normalization
    • Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (ACL)
    • C. Zhang, T. Baldwin, H. Ho, B. Kimelfeld, Y. Li, Adaptive parser-centric text normalization, in: Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (ACL), 2013, pp. 1159-1168.
    • (2013) , pp. 1159-1168
    • Zhang, C.1    Baldwin, T.2    Ho, H.3    Kimelfeld, B.4    Li, Y.5
  • 38
    • 84883069760 scopus 로고    scopus 로고
    • Emerging topic detection for organizations from microblogs
    • Proceedings of the ACM International Conference on Research and Development in Information Retrieval (SIGIR)
    • Y. Chen, A. Hadi, Z. Li, T.-S. Chua, Emerging topic detection for organizations from microblogs, in: Proceedings of the ACM International Conference on Research and Development in Information Retrieval (SIGIR), 2013, pp. 43-52.
    • (2013) , pp. 43-52
    • Chen, Y.1    Hadi, A.2    Li, Z.3    Chua, T.-S.4
  • 39
    • 84900675005 scopus 로고    scopus 로고
    • Detecting topic drift with compound topic models
    • Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM)
    • D. Knights, M.C. Mozer, N. Nicolov, Detecting topic drift with compound topic models, in: Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM), 2009, pp. 242-245.
    • (2009) , pp. 242-245
    • Knights, D.1    Mozer, M.C.2    Nicolov, N.3
  • 41
    • 77956241943 scopus 로고    scopus 로고
    • Emerging topic detection on twitter based on temporal and social terms evaluation
    • Proceedings of the International Workshop on Multimedia Data Mining (MDMKDD)
    • M. Cataldi, L.D. Caro, C. Schifanella, Emerging topic detection on twitter based on temporal and social terms evaluation, in: Proceedings of the International Workshop on Multimedia Data Mining (MDMKDD), 2010.
    • (2010)
    • Cataldi, M.1    Caro, L.D.2    Schifanella, C.3
  • 43
    • 34547927946 scopus 로고    scopus 로고
    • Beyond sumbasic. task-focused summarization with sentence simplification and lexical expansion
    • Vanderwende L., Suzuki H., Brockett C., Nenkova A. Beyond sumbasic. task-focused summarization with sentence simplification and lexical expansion. Inf. Process. Manag. 2007, 43(6):1606-1618.
    • (2007) Inf. Process. Manag. , vol.43 , Issue.6 , pp. 1606-1618
    • Vanderwende, L.1    Suzuki, H.2    Brockett, C.3    Nenkova, A.4
  • 44
    • 84856167639 scopus 로고    scopus 로고
    • Comparing twitter summarization algorithms for multiple post summaries
    • Proceedings of the International Conference on Social Computing (SocialCom)
    • D. Inouye, J.K. Kalita, Comparing twitter summarization algorithms for multiple post summaries, in: Proceedings of the International Conference on Social Computing (SocialCom), 2011, pp. 298-306.
    • (2011) , pp. 298-306
    • Inouye, D.1    Kalita, J.K.2
  • 45
    • 84894585184 scopus 로고    scopus 로고
    • Overview of the TREC 2011 microblog track
    • Proceedings of the 20th Text Retrieval Conference (TREC)
    • I. Ounis, C. Macdonald, J. Lin, I. Soboroff, Overview of the TREC 2011 microblog track, in: Proceedings of the 20th Text Retrieval Conference (TREC), 2011.
    • (2011)
    • Ounis, I.1    Macdonald, C.2    Lin, J.3    Soboroff, I.4
  • 46
    • 65649138430 scopus 로고    scopus 로고
    • A systematic analysis of performance measures for classification tasks
    • Sokolova M., Lapalme G. A systematic analysis of performance measures for classification tasks. Inf. Process. Manag. 2009, 45:427-437.
    • (2009) Inf. Process. Manag. , vol.45 , pp. 427-437
    • Sokolova, M.1    Lapalme, G.2
  • 47
    • 79851498889 scopus 로고    scopus 로고
    • Survey of classification techniques in data mining
    • Proceedings of International MultiConference of Engineers and Computer Scientists (MECS)
    • T.N. Phyu, Survey of classification techniques in data mining, in: Proceedings of International MultiConference of Engineers and Computer Scientists (MECS), 2009, pp. 727-731.
    • (2009) , pp. 727-731
    • Phyu, T.N.1
  • 48
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C., Vapnik V. Support-vector networks. Mach. Learn. 1995, 20:273-297.
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 49
    • 0003141935 scopus 로고    scopus 로고
    • A comparative study on feature selection in text categorization
    • Proceedings of International Conference on Machine Learning (ICML)
    • Y. Yang, J. Pederson, A comparative study on feature selection in text categorization, in: Proceedings of International Conference on Machine Learning (ICML), 1997, pp. 412-420.
    • (1997) , pp. 412-420
    • Yang, Y.1    Pederson, J.2
  • 50
    • 39549109168 scopus 로고
    • Trading MIPS and memory for knowledge engineering
    • Communication of the ACM
    • R.H. Creecy, B.M. Masand, S.J. Smith, D.L. Waltz, Trading MIPS and memory for knowledge engineering, in: Communication of the ACM, vol. 35, 1992, pp. 48-64.
    • (1992) , vol.35 , pp. 48-64
    • Creecy, R.H.1    Masand, B.M.2    Smith, S.J.3    Waltz, D.L.4
  • 51
    • 0032258599 scopus 로고    scopus 로고
    • Boosting and Rocchio applied to text filtering
    • Proceedings of the ACM International Conference on Research and Development in Information Retrieval (SIGIR)
    • R.E. Schapire, Y. Singer, A. Singhal, Boosting and Rocchio applied to text filtering, in: Proceedings of the ACM International Conference on Research and Development in Information Retrieval (SIGIR), 1998, pp. 215-223.
    • (1998) , pp. 215-223
    • Schapire, R.E.1    Singer, Y.2    Singhal, A.3
  • 52
    • 0001938951 scopus 로고    scopus 로고
    • Transductive inference for text classification using support vector machines
    • Proceedings of International Conference on Machine Learning (ICML)
    • T. Joachims, Transductive inference for text classification using support vector machines, in: Proceedings of International Conference on Machine Learning (ICML), 1999, pp. 200-209.
    • (1999) , pp. 200-209
    • Joachims, T.1
  • 53
    • 0033886806 scopus 로고    scopus 로고
    • Text classification from labeled and unlabeled documents using EM
    • Machine Learning-Special Issue on Information Retrieval
    • K. Nigam, A.K. Mccallum, S. Thrun, T. Mitchell, Text classification from labeled and unlabeled documents using EM, in: Machine Learning-Special Issue on Information Retrieval, vol. 39, 2000, pp. 103-134.
    • (2000) , vol.39 , pp. 103-134
    • Nigam, K.1    Mccallum, A.K.2    Thrun, S.3    Mitchell, T.4
  • 55
    • 29344465396 scopus 로고    scopus 로고
    • Automatic evaluation of summaries using N-gram co-occurrence statistics
    • Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL)
    • C.-Y. Lin, E. Hovy, Automatic evaluation of summaries using N-gram co-occurrence statistics, in: Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL), 2003, pp. 71-78.
    • (2003) , pp. 71-78
    • Lin, C.-Y.1    Hovy, E.2
  • 56
    • 26944501715 scopus 로고    scopus 로고
    • ROUGE: a package for automatic evaluation of summaries
    • Proceedings of the Workshop on Text Summarization Branches Out (WAS)
    • C.-Y. Lin, ROUGE: a package for automatic evaluation of summaries, in: Proceedings of the Workshop on Text Summarization Branches Out (WAS), 2004, pp. 74-81.
    • (2004) , pp. 74-81
    • Lin, C.-Y.1
  • 57
    • 84921044122 scopus 로고    scopus 로고
    • Overview of the TAC 2009 summarization track
    • Proceedings of the Text Analysis Conference (TAC)
    • H.T. Dang, K. Owczarzak, Overview of the TAC 2009 summarization track, in: Proceedings of the Text Analysis Conference (TAC), 2009.
    • (2009)
    • Dang, H.T.1    Owczarzak, K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.