A unified framework for web video topic discovery and visualization

Pattern Recognition Letters

Volumn 33, Issue 4, 2012, Pages 410-419

  Shao, Jian ^a   Ma, Shuai ^a   Lu, Weiming ^a   Zhuang, Yueting ^a  

^a ZHEJIANG UNIVERSITY   (China)

Author keywords

Co clustering; Linked cluster network; Star structured K partite Graph; Topic discovery; Topic visualization; Web video

Indexed keywords

CLUSTER NETWORKS; CO-CLUSTERING; STAR-STRUCTURED K-PARTITE GRAPH; TOPIC DISCOVERY; WEB VIDEO;

MULTIMEDIA SYSTEMS; STARS;

VISUALIZATION;

EID: 84855682773     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2011.07.026     Document Type: Article

References (27)

1. Allan, J.; Carbonell, J.; Doddington, G.; Yamron, J.; 1998. Topic detection and tracking pilot study final report. In: The DARPA Broadcast News Transcription and Understanding Workshop, pp. 194-218.
2. H. Anaya-Sánchez, A. Pons-Porrata, and R. Berlanga-Llavori A document clustering algorithm for discovering and describing topics Pattern Recognition Lett. 31 2010 502 510
3. Becker, H.; Naaman, M.; Gravano, L.; 2010. Learning similarity metrics for event identification in social media. In: WSDM '10: Proceedings of the Third ACM International Conference on Web Search and Data Mining, pp. 291-300.
4. Cao, J.; Ngo, C.W.; Zhang, Y.; Ma, L.; 2010. Trajectory-based visualization of web video topicstopic discovery of web video using star-structured k-partite graph. In: ACM Multimedia 2010.
5. Cao, J.; Zhang, Y.; Song, Y.; et al.; 2009. MCG-WEBV: A Benchmark Dataset for Web Video Analysis. Technical Report. ICT, CAS, China.
6. Cha, M.; Kwak, H.; Rodriguez, P.; Ahn, Y.Y.; Moon, S.; 2007. I tube, you tube, everybody tubes: analyzing the world's largest user generated content video system. In: IMC '07, pp. 1-14.
7. Christel, M.G.; Hauptmann, A.G.; Wactlar, H.D.; Ng, T.D.; 2002. Collages as dynamic summaries for news video. In: ACM Multimedia 2002, pp. 561-569.
8. Ding, C.; He, X.; 2004. K-means clustering via principal component analysi.; In: ICML '04, p. 29.
9. Hassan-Montero, Y.; Herrero-Solana, V.; 2006. Improving tag-clouds as visual information retrieval interfaces. In: Merłda, InSciT2006 conference.
10. Havre, S.; Hetzler, B.; Nowell, L.; 2000. Themeriver: Visualizing theme changes over time. In: Proc. IEEE Symposium on Information Visualization, pp. 115-123. (Pubitemid 32072848)
11. Hsu, W.; Mei, T.; Yan, R.; 2009. Knowledge discovery over community-sharing media: from signal to intelligence. In: ICME'09, pp. 1448-1451.
12. Hsu, W.H.; Chang, S.; 2006. Topic tracking across broadcast news videos with visual duplicates and semantic concepts. In: ICIP.
13. Kennedy, L.; Naaman, M.; 2009. Less talk, more rock: automated organization of community-contributed collections of concert videos. In: WWW '09, pp. 311-320.
14. Larkey, L.S.; Feng, F.; Connell, M.; Lavrenko, V.; 2004. Language-specific models in multilingual topic tracking. In: SIGIR 2004, pp. 402-409.
15. Liu, L.; Sun, L.; Rui, Y.; Shi, Y.; Yang, S.; 2008. Web video topic discovery and tracking via bipartite graph reinforcement model. In: WWW '08, pp. 1009-1018.
16. Long, B.; Wu, X.; Zhang, Z.M.; Yu, P.S.; 2006. Unsupervised learning on k-partite graphs. In: KDD '06, pp. 317-326. (Pubitemid 44535528)
17. Luo, H.; Fan, J.; Keim, D.A.; 2008. Personalized news video recommendation. In: ACM Multimedia 2008, pp. 1001-1002.
18. C.D. Manning, P. Raghavan, and H. Schütze Introduction to Information Retrieval 2008 Cambridge Univ. Press
19. G.A. Miller Wordnet: A lexical database for english Commun. ACM 38 1995 39 41
20. J. Shao, D.M. Jiang, M.R. Wang, H. Chen, and L. Yao Multi-video summarization using complex graph clustering and mining Comput. Sci. Inform. Syst. 7 2010 85 97
21. Shao, J.; Yin, W.T.; Ma, S.; Zhuang, Y.T.; 2010b. Topic discovery of web video using star-structured k-partite graph. In: ACM Multimedia 2010.
22. Song, W.; Park, S.C.; 2007. A novel document clustering model based on latent semantic analysis. In: SKG '07: Proceedings of the Third International Conference on Semantics, Knowledge and Grid, pp. 539-542.
23. Wu, X.; Ide, I.; Satoh, S.; 2009. Large-scale news topic tracking and key-scene ranking with video near-duplicate constraints. In: LS-MMRM '09: Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining, pp. 129-136.
24. Yan, R.; Smith, J.R.; Tian, Q.; Sukthankar, R.; 2009. The 1st workshop on large-scale multimedia retrieval and mining (ls-mmrm'09). In: MM '09: Proceedings of the seventeen ACM international conference on Multimedia, pp. 1151-1152.
25. Yang, B.; Mei, T.; Hua, X.S.; Yang, L.; Yang, S.Q.; Li, M.L.; 2007. Online video recommendation based on multimodal fusion and relevance feedback. In: Proceedings of the 6th ACM international conference on Image and video retrieva.
26. Y. Yang, J. Carbonell, R. Brown, T. Pierce, B.T. Archibald, and X. Liu Learning approaches for detecting and tracking news events IEEE Intell. Syst. 14 1999 32 43 (Pubitemid 30500719)
27. Zhai, Y.; Shah, M.; 2005. Tracking news stories across different sources. In: MULTIMEDIA '05: Proceedings of the 13th annual ACM international conference on Multimedia, pp. 2-10.