Incremental visual text analytics of news story development

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 8294, Issue , 2012, Pages

  Krstajić, Miloš ^a   Najm Araghi, Mohammad ^a   Mansmann, Florian ^a   Keim, Daniel A ^a  

^a UNIVERSITY OF KONSTANZ   (Germany)

Author keywords

Dynamic visualization; News stream analysis; Text analytics; Topic evolution

Indexed keywords

COMPLEX RELATIONSHIPS; DYNAMIC INFORMATION; DYNAMIC TEXT; DYNAMIC VISUALIZATION; EDGE CROSSING; INCREMENTAL UPDATES; INTERACTIVE VISUALIZATIONS; LEVEL OF DETAIL; NEWS ARTICLES; NEWS STREAM ANALYSIS; ONLINE NEWS; SPLIT-AND-MERGE; STRONGLY CONNECTED; TEMPORAL CHARACTERISTICS; TEXT ANALYTICS; TEXT CLUSTERING; TEXT MINING TECHNIQUES; TIME FRAME; TOPIC EVOLUTION; VISUAL ANALYTICS; VISUAL FEATURE;

INFORMATION SERVICES; VISUALIZATION;

DATA VISUALIZATION;

EID: 84857007624     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.912456     Document Type: Conference Paper

References (22)

1. Allan, J., Carbonell, J., Doddington, G., Yamron, J., Yang, Y., Umass, J. A., Cmu, B. A., Cmu, D. B., Cmu, A. B., Cmu, R. B., Dragon, I. C., Darpa, G. D., Cmu, A. H., Cmu, J. L., Umass, V. L., Cmu, X. L., Dragon, S. L., Dragon, P. V. M., Umass, R. P., Cmu, T. P., Umass, J. P., and Umass, M. S., "Topic Detection and Tracking Pilot Study Final Report," in [In Proceedings of the DARPA Broadcast News Transcription and Understanding Workshop], 194-218 (1998).
2. Blei, D. M. and Lafferty, J. D., "Dynamic topic models," in [Proceedings of the 23rd international conference on Machine learning], ICML '06, 113-120, ACM, New York, NY, USA (2006).
3. Wong, P. C., Foote, H., Adams, D., Cowley, W., and Thomas, J., "Dynamic visualization of transient data streams," in [IEEE Symposium on Information Visualization (INFOVIS 2003)], 0, 13, IEEE Computer Society, Los Alamitos, CA, USA (2003).
4. Havre, S., Hetzler, B., and Nowell, L., "Themeriver: Visualizing theme changes over time," in [Proceedings of the IEEE Symposium on Information Vizualization 2000], INFOVIS '00, 115-, IEEE Computer Society, Washington, DC, USA (2000).
5. Byron, L. and Wattenberg, M., "Stacked graphs-geometry & aesthetics.," IEEE transactions on visualization and computer graphics 14(6), 1245-1252 (2008).
6. Dörk, M., Gruen, D., Williamson, C., and Carpendale, S., "A visual backchannel for large-scale events.," IEEE transactions on visualization and computer graphics 16(6), 1129-1138 (2010).
7. Fisher, D., Hoff, A., Robertson, G., and Hurst, M., "Narratives: A visualization to track narrative events as they develop," in [IEEE Symposium on Visual Analytics Science and Technology, 2008. VAST '08], 115-122 (2008).
8. Luo, D., Yang, J., Krstajic, M., Ribarsky, W., and Keim, D., "Eventriver: Visually exploring text collections with temporal references," IEEE Transactions on Visualization and Computer Graphics 99(PrePrints) (2010).
9. Krstajic, M., Bertini, E., Mansmann, F., and Keim, D. A., "Visual analysis of news streams with article threads," in [StreamKDD '10: Proceedings of the First International Workshop on Novel Data Stream Pattern Mining Techniques], 39-46, ACM, New York, NY, USA (2010).
10. Aigner, W., Miksch, S., Schumann, H., and Tominski, C., [Visualization of time-oriented data], Springer (2011).
11. Wei, F., Liu, S., Song, Y., Pan, S., Zhou, M. X., Qian, W., Shi, L., Tan, L., and Zhang, Q., "Tiara: a visual exploratory text analytic system," in [Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining], KDD '10, 153-162, ACM, New York, NY, USA (2010).
12. Rose, S. J., Butner, S., Cowley, W., Gregory, M. L., and Walker, J., "Describing story evolution from dynamic information streams.," in [IEEE Symposium on Visual Analytics Science and Technology, 2008. VAST '09], 99-106, IEEE (2009).
13. Atkinson, M. and Van der Goot, E., "Near real time information mining in mulitlingual news," in [WWW '09: Proceedings of the 18th international conference on World Wide Web], 1153-1154, ACM (2009).
14. Krstajic, M., Mansmann, F., Stoffel, A., Atkinson, M., and Keim, D., "Processing online news streams for large-scale semantic analysis," in [1st International Workshop on Data Engineering meets the Semantic Web], (2010).
15. Kleinberg, J., "Temporal dynamics of on-line information streams," in [Data Stream Management: Processing High-Speed Data Streams], Springer (2006).
16. Osinski, S. and Weiss, D., "Carrot2: Design of a flexible and efficient web information retrieval framework," in [AWIC], 439-444 (2005).
17. Osinski, S., Stefanowski, J., and Weiss, D., "Lingo: Search results clustering algorithm based on singular value decomposition," in [Intelligent Information Systems], 359-368 (2004).
18. Salton, G., Wong, A., and Yang, C. S., "A vector space model for automatic indexing," Commun. ACM 18, 613-620 (November 1975).
19. Zamir, O. E., "Clustering web documents: A phrase-based method for grouping search engine results," tech. rep. (1999).
20. Stefanowski, J. and Weiss, D., "Carrot and language properties in web search results clustering," in [AWIC], 240-249 (2003). (Pubitemid 36599082)
21. Harrower, M. and Brewer, C. A., [ColorBrewer.org: An Online Tool for Selecting Colour Schemes for Maps], 261-268, John Wiley and Sons, Ltd (2011).
22. Sugiyama, K., Tagawa, S., and Toda, M., "Methods for Visual Understanding of Hierarchical System Structures," IEEE Transactions on Systems, Man, and Cybernetics 11(2), 109-125 (1981). (Pubitemid 11506064)