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Abstract: Text categorization is the task of classifying text into one of several predefined categories. In this paper we will evaluate the effectiveness of several ILP methods for text categorization, and also compare them to their propositional analogs. The methods considered are FOIL, the propositional rule-learning system RIPPER, and a first-order version of RIPPER called FLIPPER. We show that the benefit of using a first-order representation in this domain is relatively modest; in particular, the... (Update)
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BibTeX entry: (Update)
William W. Cohen. Learning to classify English text with ILP methods. In Luc De Raedt, editor, Advances in ILP. IOS Press, 1995. http://citeseer.ist.psu.edu/cohen95bag.html More
@misc{ cohen95learning,
author = "W. Cohen",
title = "Learning to classify English text with ILP methods",
text = "William W. Cohen. Learning to classify English text with ILP methods. In
Luc De Raedt, editor, Advances in ILP. IOS Press, 1995.",
year = "1995",
url = "citeseer.ist.psu.edu/cohen95bag.html" }
Citations (may not include all citations):2177 programs for machine learning (context) - Quinlan - 1994
492 Learning logical definitions from relations (context) - Quinlan - 1990
307 Information Retrieval - Van Rijsbergen - 1979
248 Fast effective rule induction - William, Cohen - 1995
233 The CN2 induction algorithm - Niblett, Clark et al. - 1989
106 FOIL: A midterm report - Cameron-Jones, Quinlan et al. - 1993
96 Drug design by machine learning: the use of inductive logic .. (context) - Ross, King et al. - 1992
55 Induction of first-order decision lists: Results on learning.. - Califf, Mooney et al. - 1995
45 Grammatically biased learning: learning logic programs using.. (context) - William, Cohen - 1994
41 Determinate literals in inductive logic programming (context) - Quinlan - 1991
35 Inducing deterministic Prolog parsers from treebanks: a mach.. - Mooney, Zelle et al. - 1994
33 Text categorization and relational learning - William, Cohen - 1995
24 MDL and categorical theories (context) - Quinlan - 1995
18 Rapid prototyping of ILP systems using explicit bias - William, Cohen - 1993
8 Online Information Retrieval (context) - Stepher, Harter - 1986
6 Stephen Muggleton and Cao Feng (context) - Feng - 1992
4 First-order learning (context) - Quinlan, Cameron-Jones et al. - 1993
3 David Lewis and William Gale (context) - Gale - 1994
3 Jorg-Uwe Kietz and Stephan Wrobel (context) - Wrobel - 1992
3 David Lewis and Jason Catlett (context) - Catlett - 1994
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://portal.research.bell-labs.com/orgs/ssr/people/wcohen/pubs.html): More
Text Categorization and Relational Learning - Cohen (1995) (Correct)
Compiling Prior Knowledge Into an Explicit Bias - Cohen (1992) (Correct)
Adaptive Mapping and Navigation by Teams of Simple Robots - Cohen (1996) (Correct)
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