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Volumn 18, Issue 2, 2016, Pages 233-246

Multi-Modal Event Topic Model for Social Event Analysis

Author keywords

Event evolution; multi modality; social event tracking; social media; topic model

Indexed keywords

SOCIAL NETWORKING (ONLINE);

EID: 84962243365     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2015.2510329     Document Type: Article
Times cited : (140)

References (53)
  • 1
    • 57149147858 scopus 로고    scopus 로고
    • Mining relationships among intervalbased events for classification
    • D. Patel, W. Hsu, and M. L. Lee, "Mining relationships among intervalbased events for classification," in Proc. SIGMOD, 2008, pp. 393-404.
    • (2008) Proc. SIGMOD , pp. 393-404
    • Patel, D.1    Hsu, W.2    Lee, M.L.3
  • 2
    • 0032283421 scopus 로고    scopus 로고
    • On-line new event detection and tracking
    • J. Allan, R. Papka, and V. Lavrenko, "On-line new event detection and tracking," in Proc. SIGIR, 1998, pp. 37-45.
    • (1998) Proc. SIGIR , pp. 37-45
    • Allan, J.1    Papka, R.2    Lavrenko, V.3
  • 3
    • 84856141623 scopus 로고    scopus 로고
    • Semantic model vectors for complex video event recognition
    • Feb.
    • M. Merler, B. Huang, L. Xie, G. Hua, and A. Natsev, "Semantic model vectors for complex video event recognition," IEEE Trans. Multimedia, vol. 14, no. 1, pp. 88-101, Feb. 2012.
    • (2012) IEEE Trans. Multimedia , vol.14 , Issue.1 , pp. 88-101
    • Merler, M.1    Huang, B.2    Xie, L.3    Hua, G.4    Natsev, A.5
  • 4
    • 84905258215 scopus 로고    scopus 로고
    • Cross-domain multi-event tracking via CO-PMHT
    • T. Zhang and C. Xu, "Cross-domain multi-event tracking via CO-PMHT," ACM Trans. Multimedia Comput. Commun. Appl., vol. 10, no. 4, pp. 31:1-31:19, 2014.
    • (2014) ACM Trans. Multimedia Comput. Commun. Appl. , vol.10 , Issue.4 , pp. 311-3119
    • Zhang, T.1    Xu, C.2
  • 5
    • 84923365373 scopus 로고    scopus 로고
    • Automatic visual concept learning for social event understanding
    • Mar.
    • X. Yang, T. Zhang, C. Xu, and M. S. Hossain, "Automatic visual concept learning for social event understanding," IEEE Trans.Multimedia, vol. 17, no. 3, pp. 346-358, Mar. 2015.
    • (2015) IEEE Trans.Multimedia , vol.17 , Issue.3 , pp. 346-358
    • Yang, X.1    Zhang, T.2    Xu, C.3    Hossain, M.S.4
  • 6
    • 20444449726 scopus 로고    scopus 로고
    • Discovering meaningful multimedia patterns with audio-visual concepts and associated text
    • L. Xie et al., "Discovering meaningful multimedia patterns with audio-visual concepts and associated text," in Proc. ICIP, 2004, pp. 2383-2386.
    • (2004) Proc. ICIP , pp. 2383-2386
    • Xie, L.1
  • 7
    • 33749242628 scopus 로고    scopus 로고
    • Dynamic topic models
    • D. M. Blei and J. D. Lafferty, "Dynamic topic models," in Proc. ICML, 2006, pp. 113-120.
    • (2006) Proc. ICML , pp. 113-120
    • Blei, D.M.1    Lafferty, J.D.2
  • 8
    • 0242456762 scopus 로고    scopus 로고
    • Topic-conditioned novelty detection
    • Y. Yang, J. Zhang, J. Carbonell, and C. Jin, "Topic-conditioned novelty detection," in Proc. KDD, 2002, pp. 688-693.
    • (2002) Proc. KDD , pp. 688-693
    • Yang, Y.1    Zhang, J.2    Carbonell, J.3    Jin, C.4
  • 9
    • 3843096047 scopus 로고    scopus 로고
    • Simple semantics in topic detection and tracking
    • J. Makkonen, H. Ahonen-Myka, and M. Salmenkivi, "Simple semantics in topic detection and tracking," Inform. Retrieval, vol. 7, no. 3-4, pp. 347-368, 2004.
    • (2004) Inform. Retrieval , vol.7 , Issue.3-4 , pp. 347-368
    • Makkonen, J.1    Ahonen-Myka, H.2    Salmenkivi, M.3
  • 11
    • 38349125952 scopus 로고    scopus 로고
    • Multimodal news story clustering with pairwise visual near-duplicate constraint
    • Feb.
    • X. Wu, C.-W. Ngo, and A. G. Hauptmann, "Multimodal news story clustering with pairwise visual near-duplicate constraint," IEEE Trans. Multimedia, vol. 10, no. 2, pp. 188-199, Feb. 2008.
    • (2008) IEEE Trans. Multimedia , vol.10 , Issue.2 , pp. 188-199
    • Wu, X.1    Ngo, C.-W.2    Hauptmann, A.G.3
  • 12
    • 84904755445 scopus 로고    scopus 로고
    • Multi-objective optimization for multimodal visualization
    • Aug.
    • I. Kalamaras, A. Drosou, and D. Tzovaras, "Multi-objective optimization for multimodal visualization," IEEE Trans. Multimedia, vol. 16, no. 5, pp. 1460-1472, Aug. 2014.
    • (2014) IEEE Trans. Multimedia , vol.16 , Issue.5 , pp. 1460-1472
    • Kalamaras, I.1    Drosou, A.2    Tzovaras, D.3
  • 13
    • 84862965751 scopus 로고    scopus 로고
    • Multimodal video indexing and retrieval using directed information
    • Feb.
    • X. Chen, A. O. Hero III, and S. Savarese, "Multimodal video indexing and retrieval using directed information," IEEE Trans.Multimedia, vol. 14, no. 1, pp. 3-16, Feb. 2012.
    • (2012) IEEE Trans.Multimedia , vol.14 , Issue.1 , pp. 3-16
    • Chen, X.1    Hero, A.O.2    Savarese, S.3
  • 14
    • 84912114379 scopus 로고    scopus 로고
    • Instant mobile video search with layered audio-video indexing and progressive transmission
    • Dec.
    • W. Liu, T. Mei, and Y. Zhang, "Instant mobile video search with layered audio-video indexing and progressive transmission," IEEE Trans. Multimedia, vol. 16, no. 8, pp. 2242-2255, Dec. 2014.
    • (2014) IEEE Trans. Multimedia , vol.16 , Issue.8 , pp. 2242-2255
    • Liu, W.1    Mei, T.2    Zhang, Y.3
  • 15
    • 84923362102 scopus 로고    scopus 로고
    • Learning consistent feature representation for cross-modal multimedia retrieval
    • Mar.
    • C. Kang, S. Xiang, S. Liao, C. Xu, and C. Pan, "Learning consistent feature representation for cross-modal multimedia retrieval," IEEE Trans. Multimedia, vol. 17, no. 3, pp. 370-381, Mar. 2015.
    • (2015) IEEE Trans. Multimedia , vol.17 , Issue.3 , pp. 370-381
    • Kang, C.1    Xiang, S.2    Liao, S.3    Xu, C.4    Pan, C.5
  • 16
    • 84962802507 scopus 로고    scopus 로고
    • Cross-domain collaborative learning in social multimedia
    • S. Qian, T. Zhang, R. Hong, and C. Xu, "Cross-domain collaborative learning in social multimedia," in Proc. ACM MM, 2015, pp. 99-108.
    • (2015) Proc ACM MM , pp. 99-108
    • Qian, S.1    Zhang, T.2    Hong, R.3    Xu, C.4
  • 17
    • 84864140773 scopus 로고    scopus 로고
    • Event-based classification of social media streams
    • T. Reuter and P. Cimiano, "Event-based classification of social media streams," in Proc. ICMR, 2012, pp. 22:1-22:8.
    • (2012) Proc. ICMR , pp. 221-228
    • Reuter, T.1    Cimiano, P.2
  • 18
    • 84877608420 scopus 로고    scopus 로고
    • Heterogeneous features and model selection for event-based media classification
    • X. Liu and B. Huet, "Heterogeneous features and model selection for event-based media classification," in Proc. ICMR, 2013, pp. 151-158.
    • (2013) Proc. ICMR , pp. 151-158
    • Liu, X.1    Huet, B.2
  • 19
    • 1542287501 scopus 로고    scopus 로고
    • Modeling annotated data
    • D. M. Blei and M. I. Jordan, "Modeling annotated data," in Proc. SIGIR, 2003, pp. 127-134.
    • (2003) Proc. SIGIR , pp. 127-134
    • Blei, D.M.1    Jordan, M.I.2
  • 20
    • 0041876117 scopus 로고    scopus 로고
    • Matching words and pictures
    • K. Barnard et al., "Matching words and pictures," J. Mach. Learn. Res., vol. 3, pp. 1107-1135, 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1107-1135
    • Barnard, K.1
  • 21
    • 84921508230 scopus 로고    scopus 로고
    • Multimedia summarization for social events in microblog stream
    • Feb.
    • J. Bian, Y. Yang, H. Zhang, and T. Chua, "Multimedia summarization for social events in microblog stream," IEEE Trans. Multimedia, vol. 17, no. 2, pp. 216-228, Feb. 2015.
    • (2015) IEEE Trans. Multimedia , vol.17 , Issue.2 , pp. 216-228
    • Bian, J.1    Yang, Y.2    Zhang, H.3    Chua, T.4
  • 22
    • 84901455535 scopus 로고    scopus 로고
    • Detecting visual text
    • J. Dodge et al., "Detecting visual text," in Proc. NAACL HLT, 2012, pp. 762-772.
    • (2012) Proc. NAACL HLT , pp. 762-772
    • Dodge, J.1
  • 23
    • 84977925126 scopus 로고    scopus 로고
    • Quantifying visual-representativeness of social image tags using image tag clarity
    • A. Sun and S. S. Bhowmick, "Quantifying visual-representativeness of social image tags using image tag clarity," in Proc. Social Media Modeling Comput., 2011, pp. 3-23.
    • (2011) Proc. Social Media Modeling Comput. , pp. 3-23
    • Sun, A.1    Bhowmick, S.S.2
  • 24
    • 78651304752 scopus 로고    scopus 로고
    • Bringing order to your photos: Event-driven classification of Flickr images based on social knowledge
    • C. S. Firan, M. Georgescu, W. Nejdl, and R. Paiu, "Bringing order to your photos: Event-driven classification of Flickr images based on social knowledge," in Proc. CIKM, 2010, pp. 189-198.
    • (2010) Proc. CIKM , pp. 189-198
    • Firan, C.S.1    Georgescu, M.2    Nejdl, W.3    Paiu, R.4
  • 25
    • 84864121645 scopus 로고    scopus 로고
    • A generic framework for video annotation via semi-supervised learning
    • Aug.
    • T. Zhang, C. Xu, G. Zhu, S. Liu, and H. Lu, "A generic framework for video annotation via semi-supervised learning," IEEE Trans. Multimedia, vol. 14, no. 4, pp. 1206-1219, Aug. 2012.
    • (2012) IEEE Trans. Multimedia , vol.14 , Issue.4 , pp. 1206-1219
    • Zhang, T.1    Xu, C.2    Zhu, G.3    Liu, S.4    Lu, H.5
  • 26
    • 84937576103 scopus 로고    scopus 로고
    • Cross-domain feature learning in multimedia
    • Jan.
    • X. Yang, T. Zhang, and C. Xu, "Cross-domain feature learning in multimedia," IEEE Trans.Multimedia, vol. 17, no. 1, pp. 64-78, Jan. 2015.
    • (2015) IEEE Trans.Multimedia , vol.17 , Issue.1 , pp. 64-78
    • Yang, X.1    Zhang, T.2    Xu, C.3
  • 27
    • 84923341321 scopus 로고    scopus 로고
    • Boosted multifeature learning for cross-domain transfer
    • X. Yang, T. Zhang, C. Xu, and M. Yang, "Boosted multifeature learning for cross-domain transfer," TOMCCAP, vol. 11, no. 3, pp. 35:1-35:18, 2015.
    • (2015) TOMCCAP , vol.11 , Issue.3 , pp. 351-3518
    • Yang, X.1    Zhang, T.2    Xu, C.3    Yang, M.4
  • 28
    • 84920938850 scopus 로고    scopus 로고
    • Social event classification via boosted multimodal supervised latent Dirichlet allocation
    • S. Qian, T. Zhang, C. Xu, and M. S. Hossain, "Social event classification via boosted multimodal supervised latent Dirichlet allocation," TOMCCAP, vol. 11, no. 2, pp. 27:1-27:22, 2014.
    • (2014) TOMCCAP , vol.11 , Issue.2 , pp. 271-2722
    • Qian, S.1    Zhang, T.2    Xu, C.3    Hossain, M.S.4
  • 29
    • 84863238828 scopus 로고    scopus 로고
    • Discovering multirelational structure in social media streams
    • Y.-R. Lin, H. Sundaram, M. D. Choudhury, and A. Kelliher, "Discovering multirelational structure in social media streams," TOMCCAP, vol. 8, no. 1, p. 4, 2012.
    • (2012) TOMCCAP , vol.8 , Issue.1 , pp. 4
    • Lin, Y.-R.1    Sundaram, H.2    Choudhury, M.D.3    Kelliher, A.4
  • 30
    • 0034795521 scopus 로고    scopus 로고
    • Generic text summarization using relevance measure and latent semantic analysis
    • Y. Gong and X. Liu, "Generic text summarization using relevance measure and latent semantic analysis," in Proc. SIGIR, 2001, pp. 19-25.
    • (2001) Proc. SIGIR , pp. 19-25
    • Gong, Y.1    Liu, X.2
  • 31
    • 77956957790 scopus 로고    scopus 로고
    • Exploring content models for multi-document summarization
    • A. Haghighi and L. Vanderwende, "Exploring content models for multi-document summarization," in Proc. NAACL, 2009, pp. 362-370.
    • (2009) Proc. NAACL , pp. 362-370
    • Haghighi, A.1    Vanderwende, L.2
  • 32
    • 84946688394 scopus 로고    scopus 로고
    • Generating textual storyline to improve situation awareness in disaster management
    • W. Zhou, C. Shen, T. Li, S. Chen, and N. Xie, "Generating textual storyline to improve situation awareness in disaster management," in Proc. IRI, 2014, pp. 585-592.
    • (2014) Proc. IRI , pp. 585-592
    • Zhou, W.1    Shen, C.2    Li, T.3    Chen, S.4    Xie, N.5
  • 33
    • 57349111750 scopus 로고    scopus 로고
    • Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization
    • D. Wang, T. Li, S. Zhu, and C. Ding, "Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization," in Proc. SIGIR, 2008, pp. 307-314.
    • (2008) Proc. SIGIR , pp. 307-314
    • Wang, D.1    Li, T.2    Zhu, S.3    Ding, C.4
  • 34
    • 84874258367 scopus 로고    scopus 로고
    • Exploiting social relations for sentiment analysis in microblogging
    • X. Hu, L. Tang, J. Tang, and H. Liu, "Exploiting social relations for sentiment analysis in microblogging," in Proc.WSDM, 2013, pp. 537-546.
    • (2013) Proc.WSDM , pp. 537-546
    • Hu, X.1    Tang, L.2    Tang, J.3    Liu, H.4
  • 35
    • 0141607824 scopus 로고    scopus 로고
    • Latent Dirichlet allocation
    • Mar.
    • D. M. Blei, A. Y. Ng, and M. I. Jordan, "Latent Dirichlet allocation," JMLR, vol. 3, pp. 993-1022, Mar. 2003.
    • (2003) JMLR , vol.3 , pp. 993-1022
    • Blei, D.M.1    Ng, A.Y.2    Jordan, M.I.3
  • 36
    • 0001509519 scopus 로고    scopus 로고
    • Probabilistic latent semantic analysis
    • T. Hofmann, "Probabilistic latent semantic analysis," in Proc. UAI, 1999, pp. 289-296.
    • (1999) Proc. UAI , pp. 289-296
    • Hofmann, T.1
  • 37
    • 85161981998 scopus 로고    scopus 로고
    • Supervised topic models
    • D. Blei and J. McAuliffe, "Supervised topic models," in Proc. NIPS, 2008, pp. 121-128.
    • (2008) Proc. NIPS , pp. 121-128
    • Blei, D.1    McAuliffe, J.2
  • 38
    • 67049100147 scopus 로고    scopus 로고
    • On-line LDA: Adaptive topic models for mining text streams with applications to topic detection and tracking
    • L. AlSumait, D. Barbará, and C. Domeniconi, "On-line LDA: Adaptive topic models for mining text streams with applications to topic detection and tracking," in Proc. ICDM, 2008, pp. 3-12.
    • (2008) Proc. ICDM , pp. 3-12
    • Alsumait, L.1    Barbará, D.2    Domeniconi, C.3
  • 39
    • 80052661552 scopus 로고    scopus 로고
    • A timedependent topic model for multiple text streams
    • L. Hong, B. Dom, S. Gurumurthy, and K. Tsioutsiouliklis, "A timedependent topic model for multiple text streams," in Proc. KDD, 2011, pp. 832-840.
    • (2011) Proc. KDD , pp. 832-840
    • Hong, L.1    Dom, B.2    Gurumurthy, S.3    Tsioutsiouliklis, K.4
  • 40
    • 84871377922 scopus 로고    scopus 로고
    • Right buddy makes the difference: An early exploration of social relation analysis in multimedia applications
    • J. Sang and C. Xu, "Right buddy makes the difference: An early exploration of social relation analysis in multimedia applications," in Proc. ACM MM, 2012, pp. 19-28.
    • (2012) Proc ACM MM , pp. 19-28
    • Sang, J.1    Xu, C.2
  • 42
    • 84864054097 scopus 로고    scopus 로고
    • Modeling general and specific aspects of documents with a probabilistic topic model
    • C. Chemudugunta, P. Smyth, and M. Steyvers, "Modeling general and specific aspects of documents with a probabilistic topic model," in Proc. NIPS, 2006, pp. 241-248.
    • (2006) Proc. NIPS , pp. 241-248
    • Chemudugunta, C.1    Smyth, P.2    Steyvers, M.3
  • 44
    • 79957489009 scopus 로고    scopus 로고
    • DiscLDA: Discriminative learning for dimensionality reduction and classification
    • S. Lacoste-Julien, F. Sha, and M. I. Jordan, "DiscLDA: Discriminative learning for dimensionality reduction and classification," in Proc. NIPS, 2008, pp. 897-904.
    • (2008) Proc. NIPS , pp. 897-904
    • Lacoste-Julien, S.1    Sha, F.2    Jordan, M.I.3
  • 45
    • 84856653718 scopus 로고    scopus 로고
    • Learning cross-modality similarity for multinomial data
    • Y. Jia, M. Salzmann, and T. Darrell, "Learning cross-modality similarity for multinomial data," in Proc. ICCV, 2011, pp. 2407-2414.
    • (2011) Proc. ICCV , pp. 2407-2414
    • Jia, Y.1    Salzmann, M.2    Darrell, T.3
  • 48
    • 84910686299 scopus 로고    scopus 로고
    • Social event detection at MediaEval 2013: Challenges, datasets, and evaluation
    • Oct.
    • T. Reuter et al., "Social event detection at MediaEval 2013: Challenges, datasets, and evaluation," in Proc.MediaEval 2013Multimedia Benchmark Workshop, Oct. 2013, pp. 1-2.
    • (2013) Proc.MediaEval 2013Multimedia Benchmark Workshop , pp. 1-2
    • Reuter, T.1
  • 49
    • 84887491718 scopus 로고    scopus 로고
    • Giant: Geo-informative attributes for location recognition and exploration
    • Q. Fang, J. Sang, and C. Xu, "Giant: Geo-informative attributes for location recognition and exploration," in Proc. MM, 2013, pp. 13-22.
    • (2013) Proc. MM , pp. 13-22
    • Fang, Q.1    Sang, J.2    Xu, C.3
  • 50
    • 84867880615 scopus 로고    scopus 로고
    • Unsupervised discovery of midlevel discriminative patches
    • S. Singh, A. Gupta, and A. A. Efros, "Unsupervised discovery of midlevel discriminative patches," in Proc. ECCV, 2012, pp. 73-86.
    • (2012) Proc. ECCV , pp. 73-86
    • Singh, S.1    Gupta, A.2    Efros, A.A.3
  • 51
    • 33847172327 scopus 로고    scopus 로고
    • Clustering by passing messages between data points
    • B. J. Frey and D. Dueck, "Clustering by passing messages between data points," Science, vol. 315, pp. 972-976, 2007.
    • (2007) Science , vol.315 , pp. 972-976
    • Frey, B.J.1    Dueck, D.2
  • 53
    • 3543085722 scopus 로고    scopus 로고
    • Empirical and theoretical comparisons of selected criterion functions for document clustering
    • Y. Zhao and G. Karypis, "Empirical and theoretical comparisons of selected criterion functions for document clustering," Mach. Learn., vol. 55, pp. 311-331, 2004.
    • (2004) Mach. Learn. , vol.55 , pp. 311-331
    • Zhao, Y.1    Karypis, G.2


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