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Abstract: Word usage is domain dependent. A common word in one domain can be quite infrequent in another. In this study we exploit this property of word usage to improve document routing. We show that routing queries (profiles) learned only from the documents in a query domain are better than the routing profiles learned when query domains are not used. We approximate a query domain by a query zone. Experiments show that routing profiles learned from a query zone are 8--12% more effective than the... (Update)
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BibTeX entry: (Update)
A. Singhal, M. Mitra, and C. Buckley. Learning routing queries in a query zone. In Proceedings of SIGIR '97, pages 25--32, 1997. http://citeseer.ist.psu.edu/singhal97learning.html More
@inproceedings{ singhal97learning,
author = "Amit Singhal and Mandar Mitra and Christopher Buckley",
title = "Learning routing queries in a query zone",
booktitle = "Proceedings of {SIGIR}-97, 20th {ACM} International Conference on Research and Development in Information Retrieval",
address = "Philadelphia, US",
pages = "25--32",
year = "1997",
url = "citeseer.ist.psu.edu/singhal97learning.html" }
Citations (may not include all citations):1256 Introduction to Modern Information Retrieval (context) - Salton, McGill - 1983
463 Term-weighting approaches in automatic text retrieval (context) - Salton, Buckley - 1988
288 Relevance feedback in information retrieval (context) - Rocchio - 1971
271 Improving retrieval performance by relevance feedback (context) - Salton, Buckley - 1990
174 Information filtering and information retrieval: Two sides o.. (context) - Belkin, Croft - 1992
135 A sequential algorithm for training text classifiers - Lewis, Gale - 1994
97 Pivoted document length normalization - Singhal, Buckley et al. - 1996
95 Hancock-Beaulieu (context) - Robertson, Walker - 1996
85 Overview of the third Text REtrieval Conference (context) - Harman - 1995
83 Query by committee - Seung, Opper et al. - 1992
72 Optimization of relevance feedback weights (context) - Buckley, Salton - 1995
62 Okapi at TREC - Robertson, Walker et al. - 1995
57 A comparison of classifiers and document representations for.. - Schutze, Hull et al. - 1995
52 Improving text retrieval for the routing problem using laten.. (context) - Hull - 1994
51 New retrieval approaches using SMART : TREC - Buckley, Singhal et al. - 1996
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