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Abstract: The TREC-5 filtering track, an evaluation of binary text classification systems, was a repeat of the filtering evaluation run in a trial version for TREC-4, with only the data set and participants changing. Seven sites took part, submitting a total of ten runs. We review the nature of the task, the effectiveness measures and evaluation methods used, and briefly discuss the results. Some deficiencies in the evaluation are examined, with an eye toward improving future filtering evaluations. 1... (Update)
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BibTeX entry: (Update)
D. D. Lewis. The TREC-5 filtering track. In D. K. Harman and E. M. Voorhees, editors, The Fifth Text REtrieval Conference (TREC-5), pages 75--96, Gaithersburg, MD, 1997. National Institute of Standards and Technology, Special Publication 500-238. http://citeseer.ist.psu.edu/lewis97trec.html More
@misc{ lewis97trec,
author = "D. Lewis",
title = "The TREC-5 filtering track",
text = "D. D. Lewis. The TREC-5 filtering track. In D. K. Harman and E. M. Voorhees,
editors, The Fifth Text REtrieval Conference (TREC-5), pages 75--96, Gaithersburg,
MD, 1997. National Institute of Standards and Technology, Special Publication
500-238.",
year = "1997",
url = "citeseer.ist.psu.edu/lewis97trec.html" }
Citations (may not include all citations):2133 Pattern Classification and Scene Analysis (context) - Duda, Hart - 1973
153 Sampling Techniques (context) - Cochran - 1977
135 A sequential algorithm for training text classifiers - Lewis, Gale - 1994
75 The probability ranking principle in IR (context) - Robertson - 1977
45 Overview of the fourth Text REtrieval Conference (context) - Harman - 1996
35 Introduction to the Practice of Statistics (context) - Moore, McCabe - 1989
32 Evaluating and optimizing autonomous text classification sys.. - Lewis - 1995
25 Evaluating text categorization - Lewis - 1991
22 On selecting a measure of retrieval effectiveness (context) - Cooper - 1973
21 The TREC-4 filtering track - Lewis - 1996
16 routing retrieval and thresholding experiments using PIRCS (context) - Kwok, Grunfeld et al. - 1995
4 Xerox site report: Four TREC-4 tracks - Hearst, Pedersen et al. - 1996
3 GE in TREC-2: Results of a boolean approximation method for .. (context) - Jacobs - 1994
The graph only includes citing articles where the year of publication is known.
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TREC-5 English and Chinese Retrieval Experiments using PIRCS - Kwok, Grunfeld (1996) (Correct)
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Using Bayesian Networks as Retrieval Engines - Maria Indrawan (1994) (Correct)
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