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Issue No.01 - January (2012 vol.18)
pp: 93-105
Dongning Luo , University of North Carolina at Charlotte, Charlotte
Jing Yang , University of North Carolina at Charlotte, Charlotte
Milos Krstajic , University of Konstanz, Konstanz
William Ribarsky , University of North Carolina at Charlotte, Charlotte
Daniel A. Keim , University of Konstanz, Konstanz
ABSTRACT
Many text collections with temporal references, such as news corpora and weblogs, are generated to report and discuss real life events. Thus, event-related tasks, such as detecting real life events that drive the generation of the text documents, tracking event evolutions, and investigating reports and commentaries about events of interest, are important when exploring such text collections. To incorporate and leverage human efforts in conducting such tasks, we propose a novel visual analytics approach named EventRiver. EventRiver integrates event-based automated text analysis and visualization to reveal the events motivating the text generation and the long term stories they construct. On the visualization, users can interactively conduct tasks such as event browsing, tracking, association, and investigation. A working prototype of EventRiver has been implemented for exploring news corpora. A set of case studies, experiments, and a preliminary user test have been conducted to evaluate its effectiveness and efficiency.
INDEX TERMS
Visual analytics, information visualization, topic, event, text, clustering.
CITATION
Dongning Luo, Jing Yang, Milos Krstajic, William Ribarsky, Daniel A. Keim, "EventRiver: Visually Exploring Text Collections with Temporal References", IEEE Transactions on Visualization & Computer Graphics, vol.18, no. 1, pp. 93-105, January 2012, doi:10.1109/TVCG.2010.225
REFERENCES
[1] C.C. Aggarwal, J. Han, J. Wang, and P.S. Yu, “A Framework for Clustering Evolving Data Streams,” Proc. 29th Int'l Conf. Very Large Data Bases (VLDB), pp. 81-92, 2003.
[2] C. Albrecht-Buehler, B. Watson, and D.A. Shamma, “Visualizing Live Text Streams Using Motion and Temporal Pooling,” IEEE Computer Graphics and Applications, vol. 25, no. 3, pp. 52-59, May 2005.
[3] Topic Detection and Tracking: Event-based Information Organization, J. Allan, ed. Kluwer Academic Publishers, 2002.
[4] J. Allan, J. Carbonell, G. Doddington, J. Yamron, and Y. Yang, “Topic Detection and Tracking Pilot Study: Final Report,” Proc. Broadcast News Transcription and Understanding Workshop, pp. 194-218, 1998.
[5] R. Amar and J. Stasko, “BEST PAPER: A Knowledge Task-Based Framework for Design and Evaluation of Information Visualizations,” Proc. 10th IEEE Symp. Information Visualization, pp. 143-150, 2004.
[6] R. Baeza-Yates and B. Ribeiro-Neto, Modern Information Retrieval. Addison Wesley, 1999.
[7] J. Donath, K. Karahalios, and F.B. Viégas, “Visualizing Conversation,” Proc. 32nd Ann. Hawaii Int'l Conf. System Sciences (HICSS '99), vol. 2, pp. 20-23, 1999.
[8] M. Dubinko, R. Kumar, J. Magnani, J. Novak, P. Raghavan, and A. Tomkins, “Visualizing Tags over Time,” Proc. 15th Int'l Conf. World Wide Web (WWW '06), pp. 193-202, 2006.
[9] C. Erten, P. Harding, S. Kobourov, K. Wampler, and G. Yee, “Exploring the Computing Literature Using Temporal Graph Visualization,” Proc. Conf. Visualization and Data Analysis, pp. 45-56, 2004.
[10] D. Fisher, A. Hoff, G. Robertson, and M. Hurst, “Narratives: A Visualization to Track Narrative Events as They Develop,” Proc. IEEE Symp. Visual Analytics Science and Technology, pp. 115-122, 2008.
[11] G. Fung, J. Yu, H. Liu, and P. Yu, “Time-Dependent Event Hierarchy Construction,” Proc. ACM SIGKDD, pp. 300-309, 2007.
[12] M. Ghoniem, D. Luo, J. Yang, and W. Ribarsky, “Newslab: Exploratory Broadcast News Video Analysis,” Proc. IEEE Symp. Visual Analytics Science and Technology, pp. 123-130, 2007.
[13] S. Guha, R. Rastogi, and K. Shim, “ROCK: A Robust Clustering Algorithm for Categorical Attributes,” Proc. 15th Int'l Conf. Data Eng. (ICDE), pp. 512-521, 1999.
[14] S. Havre, E. Hetzler, P. Whitney, and L. Nowell, “ThemeRiver: Visualizing Thematic Changes in Large Document Collections,” IEEE Trans. Visualization and Computer Graphics, vol. 8, no. 1, pp. 9-20, Jan.-Mar. 2002.
[15] E. Hetzler, V. Crow, D. Payne, and A. Turner, “Turning the Bucket of Text into a Pipe,” Proc. IEEE Symp. Information Visualization, pp. 12-18, 2005.
[16] J. Kleinberg, Temporal Dynamics of On-Line Information Streams. Springer, 2006.
[17] J. Leskovec, L. Backstrom, and J. Kleinberg, “Meme-Tracking and the Dynamics of the News Cycle,” Proc. ACM SIGKDD, pp. 497-506, 2009.
[18] H. Luo, J. Fan, J. Yang, W. Ribarsky, and S. Satoh, “Mining Large-Scale News Video Databases for Supporting Knowledge Visualization and Intuitive Retrieval,” Proc. IEEE Symp. Visual Analytics Science and Technology, pp. 107-114, 2007.
[19] Q. Mei, “Discovering Evolutionary Theme Patterns from Text: An Exploration of Temporal Text Mining,” Proc. ACM SIGKDD, pp. 198-207, 2005.
[20] L. Nowell, E. Hetzler, and T. Tanasse, “Change Blindness in Information Visualization: A Case Study,” Proc. IEEE Symp. Information Visualization, pp. 15-22, 2001.
[21] S. Rose, S. Butner, W. Cowley, M. Gregory, and H. Walker, “Describing Story Evolution from Dynamic Information Streams,” Proc. IEEE Symp. Visual Analytics Science and Technology, pp. 99-106, 2009.
[22] WikiPedia, http://en.wikipedia.org/wikiMain_Page, http://en. wikipedia.org/wikiTimeline_of_Military_Operations_in_ the_2006_Lebanon_War , http://en.wikipedia.org/wiki2006_ Lebanon_War , http://en.wikipedia.org/wikiJohn_Mark_Karr , http://en.wikipedia.org/wikiTimeline_of_the_2006_transatlantic_aircraft_plot , http://en.wikipedia.org/wikiFloyd_Landis , http://en.wikipedia.org/wikiDemocratic_Party_primary,_ Connecticut_United_States_Senate_election,_2006 , http://en. wikipedia.org/wiki2006_Cuban_transfer_of_presidential_ duties , http://en.wikipedia.org/wiki2006_Fox_journalists_ kidnapping , http://en.wikipedia.org/wikiNuclear_program_ of_Iran .
[23] J. Wise, J. Thomas, K. Pennock, D. Lantrip, M. Pottier, A. Schur, and V. Crow, “Visualizing the Non-Visual: Spatial Analysis and Interaction with Information from Text Documents,” Proc. IEEE Symp. Information Visualization, pp. 51-58, 1995.
[24] Y. Yang, T. Pierce, and J. Carbonell, “A Study on Retrospective and Online Event Detection,” Proc. ACM SIGIR, pp. 28-36, 1998.
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