Categorization and analysis of text in computer mediated communication archives using visualization

Proceedings of the ACM International Conference on Digital Libraries

Volumn , Issue , 2007, Pages 11-18

  Abbasi, Ahmed ^a   Chen, Hsinchun ^a  

^a UNIVERSITY OF ARIZONA   (United States)

Author keywords

Computer mediated communication; Text mining; Visualization

Indexed keywords

COMPUTER MEDIATED COMMUNICATION; EMPIRICAL CATEGORIZATION; INTERACTION INFORMATION; TEXT MINING;

CLASSIFICATION (OF INFORMATION); DATA MINING; DECISION TREES; INFORMATION RETRIEVAL; ONLINE SYSTEMS;

DIGITAL LIBRARIES;

EID: 36349003655     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1255175.1255178     Document Type: Conference Paper

References (39)

1. Abbasi, A., and Chen, H. "Identification and Comparison of Extremist-Group Web Forum Messages using Authorship Analysis," IEEE Intelligent Systems (20:5), 2005, pp. 67-75.
2. Abbasi, A. and Chen, H. "Visualizing Authorship for Identification", In the 4th IEEE Symposium on Intelligence and Security Informatics (ISI 2006), San Diego, CA, 2006.
3. Chen, H., Lally, A.M., Zhu, B., & Chau, M. "HelpfulMed: Intelligent Searching for Medical Information over the Internet," Journal of the American Society for Information Science and Technology (54:7), 2003, pp. 683-694.
4. Dash, M. and Liu, H. "Feature Selection for Classification," Intelligent Data Analysis,(1),1997, pp. 131-156.
5. Donath, J. "Identity and Deception in the Virtual Community," In Communities in Cyberspace, London, Routledge Press, 1999.
6. Donath, J. "A Semantic Apporach to Visualizing Online Conversations," Communications of the ACM, 45(4), 2002, pp. 45-49.
7. Duch, W., Wieczorek, T., Biesiada, J., and Blachnik M. "Comparison of feature ranking methods based on information entropy," Neural Networks, 15, 2004.
8. Dumais, S., Piatt, J., Heckerman, D. And Sahami, M. "Inductive Learning Algorithms and Representations for Text Categorization," In Proceedings of the Seventh of ACMCIKM, 1998, pp. 148-155.
9. Efron, M., Marchionini, G., & Zhiang, J. "Implications of the Recursive Representation Problem for Automatic Concept Identification in On-Line Government Information," In Proceedings of the ASIST SIG-CR Workshop, 2004.
10. Erickson, T. and Kellogg, W. A. "Social Translucence: An Approach to Designing Systems that Support Social Processes," ACM Transactions on Computer-Human Interaction (7:1), 2000 pp. 59-83.
11. Fiore, A, T., and Smith, M, A. "Tree Map Visualizations of News Groups," Poster Presented at IEEE Symposium on Information Visualization, 2002, Boston, Massachusetts.
12. Hearst, M. A. "Direction-Based Text Interpretation as an Information Access Refinement," In P. Jacobs (Ed.), TextBased Intelligent Systems: Current Research and Practice in Information Extraction and Retreival, Mahwah, NJ: Lawrence Erlbaum Associates, 1992.
13. Hara, N., Bonk, C, J., and Angeli, C. "Content Analysis of Online Discussion In An Applied Educational Psychology Course," Instructional Science (28), 2000, pp. 115-152.
14. Henri, F. "Computer Conferencing and Content Analysis," in Collabrative Learning through Computer Conferencing: The Najaden papers, A.R Kaye, (ed), 1992, pp. 115-136.
15. Herring, S. C. "Computer-Mediated Communication on the Internet," Annual Review of Information Science and Technology (36:1), 2002, pp. 109-168.
16. Kelly, S. U., Sung, C., and Farnham, S. "Designing for Improved Social Responsibility, User Participation and Content in On-Line Communities," in Proceedings of the Conference on Human Factors in Computing Systems (CHI 2002), 2002.
17. Li, J., Zheng, R. and Chen, H. "From Fingerprint to Writeprint," Communications of the ACM, (49:4), 2006, pp. 76-82.
18. McDonald, D., Chen, H., Hua S., and Marshall, B. "Extracting Gene Pathway Relations using a Hybrid Grammar: The Arizona Relation Parser," Bioinformatics (20:18), 2004, pp. 3370-3378.
19. Mladenic, D., and Institute, S. "Text-Learning and Related Intelligent Agents: A Survey," IEEE Intelligent Systems (14:4), 1999, pp. 44-54.
20. Paccagnella, L. "Getting the Seats of Your Pants Dirty: Strategies for Ethnographic Research on Virtual Communities," Journal of Computer Mediated Communication (3:1), 1997.
21. Pang, B., Lee, L., and Vaithyanathain, S. "Thumbs up? Sentiment classification using machine learning techniques", in proceedings of the Empirical Methods in Natural Language Processing (EMNLP 2002), 2002.
22. Panteli, N. "Richness, Power Cues and Email Text," Information and Management, 2002, pp. 75-86.
23. Picard, R. W. Affective Computing, MIT Press, Cambridge, MA, 1997.
24. Sack, W. "Conversation Map: An Interface for Very LargeScale Conversations," Journal of Management Information Systems (17:3), 2000, pp. 73-92.
25. Santini, M. "A Shallow Approach to Syntactic Feature Extraction for Genre Classification," in Proceedings of the 7th Annual Colloquium for the UK Special Interest Group for Computational Linguistics (CLUK 04), 2004.
26. Shen, R., Srinivas, N., Fan, W., D. S. Torres, R., Fox, E. A. "Exploring Digital Libraries: Integrating Browsing, Searching, and Visualization," In Proceedings of the Joint Conference on Digital Libraries (JCDL'06), Chapel Hill, North Carolina.
27. Smith, M, A., and Fiore, A, T. "Visualization Components for Persistent Conversations," Proceedings of the SIGCHI conference on Human factors in computing systems, Seattle, Washington, United States, 2001, pp. 136-143.
28. Smith, M. "Tools for Navigating Large social Cyberspaces," Communications of ACM (45:4), 2002, pp. 51-55.
29. Subasic, P., and Huettner, A. "Affect Analysis of Text Using Fuzzy Semantic Typing," IEEE Transactions on Fuzzy Systems (9:4), 2001, pp. 483-496.
30. Turney, P, D., and Littman, M, L. "Measuring Praise and Criticism: Inference of Semantic Orientation from Association," ACM Transactions on Information Systems (21:4), 2003, pp. 315-346.
31. Viegas, F.B., and Smith, M. "Newsgroup Crowds and AuthorLines: Visualizing the Activity of Individuals in Conversational Cyberspaces," in Proceedings of the 37th Hawaii International Conference on System Sciences (HICSS, 04), Hawaii, USA, 2004.
32. Wasko, M, M., and Faraj, S. "Why Should I Share? Examining Social Capital and Knowledge Contribution in Electronic Networks of Practice," MIS Quarterly (29:1), 2005, pp. 35-57.
33. Wellman, B. "Computers Networks as Social Networks," Science (293), 2001, pp. 2031-2034.
34. Wenger, E, C., and Snyder, W, M. "Communities of Practice: The Organizational Frontier," Harvard Business Review, 2000.
35. Whitelaw, C., and Patrick, J. "Selecting Systemic Features for Text Classification," in Proceedings of AAAI Fall Symposium on Style and Meaning in Language, Art, and Music, 2004.
36. Wiebe, J., Wilson, T., Bruce, R., Bell, M., & Martin, M. "Learning Subjective Language," Computational Linguistics, 30(3), 2004, 277-308.
37. Xiong, R., Donath, J., "PeopleGarden: Creating Data Portraits for Users," in Proceedings of UIST 1999.
38. Zheng, R., Qin, Y., Huang, Z., and Chen, H. "A Framework for Authorship Analysis of Online Messages: Writing-style Features and Techniques," Journal of the American Society for Information Science and Technology (57:3), 2006, pp.378-393.
39. Zhu B. and Chen H. "Social Visualization for ComputerMediated Communications: A Knowledge Management Perspective," in Proceedings of the Eleventh Workshop on Information Technologies and Systems 2001, Baton Rouge, LA, USA.