Taxonomies by the numbers: Building high-performance taxonomies

International Conference on Information and Knowledge Management, Proceedings

Volumn , Issue , 2005, Pages 568-577

  Gates, Stephen C ^a   Teiken, Wilfried ^a   Cheng, Keh Shin F ^a  

^a IBM T J WATSON RESEARCH CENTER   (United States)

Author keywords

Clustering for document selection; Quality measurements; Taxonomy development; Text categorization

Indexed keywords

AUTOMATION; INFORMATION MANAGEMENT; INFORMATION RETRIEVAL; INTRANETS; KNOWLEDGE ENGINEERING; WORLD WIDE WEB;

CLUSTERING FOR DOCUMENT SELECTION; QUALITY MEASUREMENTS; TAXONOMY DEVELOPMENT; TEXT CATEGORIZATION;

TEXT PROCESSING;

EID: 33745766159     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1099554.1099703     Document Type: Conference Paper

References (19)

1. Adami, G., Avesani, P., and Sona, D. 2003. Bootstrapping for hierarchical document classification. In. Proceedings of the Twelfth international Conference on information and Knowledge Management (New Orleans, LA, USA, November 03 - 08, 2003). CIKM '03. ACM Press, New York, NY, 295-302.
2. Aggarwal, C. C., Gates, S. C., and Yu, P. S. 1999. On the merits of building categorization systems by supervised clustering. In Proceedings of the Fifth ACMSIGKDD international Conference on Knowledge Discovery and Data Mining (San Diego, California, United States, August 15-18, 1999). KDD '99. ACM Press, New York, NY, 352-356.
3. Anagnostopoulos, A., Broder, A. Z., and Carmel, D. 2005. Sampling search-engine results. In Proceedings of the 14th international Conference on World Wide Web (Chiba, Japan, May 10-14, 2005). WWW '05. ACM Press, New York, NY, 245-256.
4. Broder, A. Z. and Ciccolo, A. C. 2004. Towards the next generation of enterprise search technology. IBM Systems J. 43, 3 (Jul. 2004), 451-454.
5. Byeungwoo Jeon and David Landgrebe, Partially Supervised Classification Using Weighted Unsupervised Clustering, IEEE Transactions on Geoscience and Remote Sensing, Vol. 37, No.2, pp 1073-1079, March 1999.
6. Cody, W. F., Kreulen, J. T., Krishna, V., and Spangler, W. S. 2002. The integration of business intelligence and knowledge management. IBM Syst. J. 41, 4 (Oct. 2002), 697-713.
7. Cohn, D. A.; Ghahramani, Z.; and Jordan, M. I.1995. Active learning with statistical models. In Tesauro, G.; Touretzky, D.; and Alspector, J., eds., Advances in Neural Information Processing, Volume 7. Morgan Kaufmann.
8. Eirinaki, M., Vazirgiannis, M., and Varlamis, 1.2003. SEWeP: using site semantics and a taxonomy to enhance the Web personalization process. In Proceedings of the Ninth ACM SIGKDD international Conference on Knowledge Discovery and Data Mining (Washington, D.C., August 24-27, 2003). KDD '03. ACM Press, New York, NY, 99-108.
9. Ferrucci, D. and Lally, A. 2004. UIMA: an architectural approach to unstructured information processing in the corporate research environment. Nat. Lang. Eng. 10, 3-4 (Sep. 2004), 327-348.
10. Michelangelo Ceci, Floriana Esposito, Michele Lapi, Donato Malerba: Automated Classification of Web Documents into a Hierarchy of Categories. In Intelligent Information Processing and Web Mining, Proceedings of the International IIS: IIPWM'03 (Zakopane, Poland, June 2-5, 2003). 59-68
11. Neff, M. S., Byrd, R. J., and Boguraev, B. K. 2004. The Talent system: TEXTRACT architecture and data model. Nat. Lang. Eng. 10, 3-4 (Sep. 2004), 307-326.
12. Nigam, K., McCallum, A. K., Thrun, S., and Mitchell, T. 2000. Text Classification from Labeled and Unlabeled Documents using EM. Mach. Learn. 39, 2-3 (May. 2000), 103-134.
13. Pelikan, M., Leous, J., Pearce, R., Smith, M. E., and Vaught, R. 2004. Searching for the needle in the haystack: taxonomies, tags and targets. In Proceedings of the 32nd Annual ACM SIGUCCS Conference on User Services (Baltimore, MD, USA, October 10-13, 2004). SIGUCCS '04. ACM Press, New York, NY, 256-261.
14. Pohs, W., Pinder, G., Dougherty, C., and White, M. 2001. The Lotus Knowledge Discovery System: tools and experiences. IBM Systems J. 40, 4 (Oct. 2001), 956-966.
15. Pohs, Wendi, In: Practical Knowledge Management: The Lotus Discovery Server, IBM Press (2001), 53.
16. Prieto-Diaz, R. 1991. Implementing faceted classification for software reuse. Commun. ACM 34, 5 (May. 1991), 88-97
17. Spangler, S. and Kreulen, J. 2002. Interactive methods for taxonomy editing and validation. In Proceedings of the Eleventh international Conference on information and Knowledge Management (McLean, Virginia, USA, November 04-09, 2002). CIKM '02. ACM Press, New York, NY, 665-668.
18. Tzitzikas, Y., Spyratos, N., and Constantopoulos, P. 2005. Mediators over taxonomy-based information sources. The VLDB Journal 14, 1 (Mar. 2005), 112-136.
19. Zhang, L., Liu, S., Pan, Y., and Yang, L. 2004. InfoAnalyzer: a computer-aided tool for building enterprise taxonomies. In Proceedings of the Thirteenth ACM Conference on information and Knowledge Management (Washington, D.C., USA, November 08-13, 2004). CIKM '04. ACM Press, New York, NY, 477-483.