Using a generalized instance set for automatic text categorization

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Using a generalized instance set for automatic text categorization

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Annual ACM Conference on Research and Development in Information Retrieval archive
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval table of contents

Melbourne, Australia

Pages: 81 - 89

Year of Publication: 1998

ISBN:1-58113-015-5

Authors

Wai Lam	Department of Systems Engineering and Engineering Management, The Chinese University of Hong Kong, Shatin, Hong Kong
Chao Yang Ho	Department of Systems Engineering and Engineering Management, The Chinese University of Hong Kong, Shatin, Hong Kong

Sponsors

University of Melbourne : University of Melbourne
SIGIR: ACM Special Interest Group on Information Retrieval

Publisher

ACM New York, NY, USA

Bibliometrics

Downloads (6 Weeks): 17, Downloads (12 Months): 75, Citation Count: 36

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references cited by index terms collaborative colleagues

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REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

	1	Chidanand Apté , Fred Damerau , Sholom M. Weiss, Automated learning of decision rules for text categorization, ACM Transactions on Information Systems (TOIS), v.12 n.3, p.233-251, July 1994 [doi>10.1145/183422.183423]
	2	William W. Cohen , Yoram Singer, Context-sensitive learning methods for text categorization, Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval, p.307-315, August 18-22, 1996, Zurich, Switzerland [doi>10.1145/243199.243278]
	3	David D. Lewis , Robert E. Schapire , James P. Callan , Ron Papka, Training algorithms for linear text classifiers, Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval, p.298-306, August 18-22, 1996, Zurich, Switzerland [doi>10.1145/243199.243277]
	4	Brij Masand , Gordon Linoff , David Waltz, Classifying news stories using memory based reasoning, Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval, p.59-65, June 21-24, 1992, Copenhagen, Denmark [doi>10.1145/133160.133177]
	5	G. Salton, The SMART Retrieval System—Experiments in Automatic Document Processing, Prentice-Hall, Inc., Upper Saddle River, NJ, 1971
	6	Bernard Widrow , Samuel D. Stearns, Adaptive signal processing, Prentice-Hall, Inc., Upper Saddle River, NJ, 1985
	7	Yiming Yang, Expert network: effective and efficient learning from human decisions in text categorization and retrieval, Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval, p.13-22, July 03-06, 1994, Dublin, Ireland

CITED BY 36

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	Wai Lam , Kwok-Yin Lai, A meta-learning approach for text categorization, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.303-309, September 2001, New Orleans, Louisiana, United States
	Oh-Woog Kwon , Jong-Hyeok Lee, Web page classification based on k-nearest neighbor approach, Proceedings of the fifth international workshop on on Information retrieval with Asian languages, p.9-15, September 30-October 01, 2000, Hong Kong, China
	Charu C. Aggarwal , Stephen C. Gates , Philip S. Yu, On the merits of building categorization systems by supervised clustering, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.352-356, August 15-18, 1999, San Diego, California, United States
	Yiming Yang , Tom Ault , Thomas Pierce , Charles W. Lattimer, Improving text categorization methods for event tracking, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.65-72, July 24-28, 2000, Athens, Greece
	Oh-Woog Kwon , Jong-Hyeok Lee, Text categorization based on k-nearest neighbor approach for web site classification, Information Processing and Management: an International Journal, v.39 n.1, p.25-44, January 2003
	Fabrizio Sebastiani, Machine learning in automated text categorization, ACM Computing Surveys (CSUR), v.34 n.1, p.1-47, March 2002
	Hang Li , Kenji Yamanishi, Text classification using ESC-based stochastic decision lists, Information Processing and Management: an International Journal, v.38 n.3, p.343-361, May 2002
	Charu C. Aggarwal , Stephen C. Gates , Philip S. Yu, On Using Partial Supervision for Text Categorization, IEEE Transactions on Knowledge and Data Engineering, v.16 n.2, p.245-255, February 2004
	Tao Li , Shenghuo Zhu , Mitsunori Ogihara, Efficient multi-way text categorization via generalized discriminant analysis, Proceedings of the twelfth international conference on Information and knowledge management, November 03-08, 2003, New Orleans, LA, USA
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	Yiming Yang , Jaime G. Carbonell , Ralf D. Brown , Thomas Pierce , Brian T. Archibald , Xin Liu, Learning Approaches for Detecting and Tracking News Events, IEEE Intelligent Systems, v.14 n.4, p.32-43, July 1999
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	Sue J. Ker , Jen-Nan Chen, A text categorization based on summarization technique, Proceedings of the ACL-2000 workshop on Recent advances in natural language processing and information retrieval: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics, October 08-08, 2000, Hong Kong
	Byeong Man Kim , Qing Li , Jong-Wan Kim, Extraction of user preferences from a few positive documents, Proceedings of the sixth international workshop on Information retrieval with Asian languages, p.124-131, July 07-07, 2003, Sappro, Japan
	Yiming Yang , Xin Liu, A re-examination of text categorization methods, Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, p.42-49, August 15-19, 1999, Berkeley, California, United States
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	Jae-Ho Kim , Key-Sun Choi, Patent document categorization based on semantic structural information, Information Processing and Management: an International Journal, v.43 n.5, p.1200-1215, September, 2007
	Miguel E. Ruiz , Padmini Srinivasan, Hierarchical Text Categorization Using Neural Networks, Information Retrieval, v.5 n.1, p.87-118, January 2002
	Tao Li , Shenghuo Zhu , Mitsunori Ogihara, Text categorization via generalized discriminant analysis, Information Processing and Management: an International Journal, v.44 n.5, p.1684-1697, September, 2008
	Yu-Chuan Chang , Shyi-Ming Chen , Churn-Jung Liau, Multilabel text categorization based on a new linear classifier learning method and a category-sensitive refinement method, Expert Systems with Applications: An International Journal, v.34 n.3, p.1948-1953, April, 2008
	Lei Wu , Zhiwei Li , Mingjing Li , Wei-Ying Ma , Nenghai Yu, Mutually beneficial learning with application to on-line news classification, Proceedings of the ACM first Ph.D. workshop in CIKM, November 09-09, 2007, Lisbon, Portugal
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