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Abstract: This paper presents a method for inducing logic programs from examples that learns a new class of concepts called first-order decision lists, defined as ordered lists of clauses each ending in a cut. The method, called Foidl, is based on Foil (Quinlan, 1990) but employs intensional background knowledge and avoids the need for explicit negative examples. It is particularly useful for problems that involve rules with specific exceptions, such as learning the past-tense of English verbs, a task... (Update)
Context of citations to this paper: More
...have employed two approaches for dealing with multiclass problems. The first one is the use of ordered rules, also named decision lists [23, 19]. In this case, the first rule that covers the example assigns its label to it. The learning process consists of generating a rule for...
...verbs and their past tenses. Learning rules of English past tense by a multi clause Prolog program has been studied with noise free data [9, 13]. The background knowledge contains the predicate split 3 which splits a word into a prefix and su#x (e.g. split( m,a,i,l,e,d]...
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BibTeX entry: (Update)
Raymond Mooney and Mary Elaine Califf. Induction of first-order decision lists: results on learning the past tense of English verbs. JAIR, 3, 1995. http://citeseer.ist.psu.edu/mooney95induction.html More
@inproceedings{ mooney95induction,
author = "Mooney, R.J. and Califf, M.E.",
title = "Induction of First-Order Decision Lists: Results on Learning the Past Tense of {E}nglish Verbs",
booktitle = "Proceedings of the 5th International Workshop on Inductive Logic Programming",
publisher = "Department of Computer Science, Katholieke Universiteit Leuven",
editor = "De Raedt, L.",
pages = "145-146",
year = "1995",
url = "citeseer.ist.psu.edu/mooney95induction.html" }
Citations (may not include all citations):2177 Programs for Machine Learning (context) - Quinlan - 1993
492 Learning logical definitions from relations (context) - Quinlan - 1990
388 Inductive Logic Programming - Muggleton - 1992
328 Algorithmic Program Debugging (context) - Shapiro - 1983
271 Efficient induction of logic programs - Muggleton, Feng - 1990
256 Parallel networks that learn to pronounce English text (context) - Sejnowski, Rosenberg - 1987
215 Learning decision lists - Rivest - 1987
180 The CN2 induction algorithm (context) - Clark, Niblett - 1989
154 Machine invention of first-order predicates by inverting res.. (context) - Muggleton, Buntine - 1988
112 On learning the past tense of English verbs (context) - Rumelhart, McClelland - 1986
106 FOIL: A midterm report - Quinlan, Cameron-Jones - 1993
77 Protein secondary structure prediction using logic-based mac.. (context) - Muggleton, King et al. - 1992
60 A theory of clausal discovery (context) - De Raedt, Bruynooghe - 1993
55 Symbolic and neural learning algorithms: An experimental com.. (context) - Shavlik, Mooney et al. - 1991
50 Pac-learnability of determinate logic programs - Dzeroski, Muggleton et al. - 1992
46 Paradigms of Artificial Intelligence Programming: Case Studi.. (context) - Norvig - 1992
41 Non-monotonic learning - Bain, Muggleton - 1992
39 An interactive system to learn functional logic programs (context) - Bergadano - 1993
38 Automated refinement of first-order Horn-clause domain theor.. - Richards, Mooney - 1995
35 Inducing deterministic Prolog parsers from treebanks: A mach.. - Califf, Mooney
31 Efficient top-down induction of logic programs (context) - Cameron-Jones, Quinlan - 1994
22 Implementations are not conceptualizations: Revising the ver.. (context) - MacWhinney, Leinbach - 1991
21 Combining top-down and bottom-up methods in inductive logic .. (context) - Zelle, Mooney
18 Pac-learning nondeterminate clauses - Cohen - 1994
18 Learning the past tense of English verbs: The symbolic patte.. - Ling - 1994
13 Learning the past tense in a recurrent network: Acquiring th.. - Cotrell, Plunkett - 1991
13 Two methods for improving inductive logic programming system.. (context) - Stahl, Tausend et al. - 1993
11 Answering the connectionist challenge: A symbolic model of l.. - Ling, Marinov - 1993
8 The difficulties of learning logic programs with cut - Bergadano, Gunetti et al. - 1993
7 The relation between linguistic structure and associative th.. (context) - Lachter, Bever - 1988
7 Learning decision lists by prepending inferred rules - Webb, Brkic - 1993
6 Experiments in non-monotonic first-order induction (context) - Bain - 1992
5 Past tenses of verbs and first-order learning (context) - Quinlan - 1994
2 Learning the past tense of English verbs: An inductive logic.. (context) - Califf - 1994
2 Personal communication (context) - Ling - 1995
1 On language and connectionism: Analysis of a parallel distri.. (context) - Learning, Pinker et al. - 1988
1 The utility of background knowledge in inductive learning (context) - First-Order, Lists et al. - 1992
1 Compiling prior knowledge into an explicit bias (context) - Califf - 1992
The graph only includes citing articles where the year of publication is known.
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