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Abstract: Many well-known learning systems like CN2 and C4.5 use an attributevalue representation for the examples. In Inductive Logic Programming (ILP) a first-order logical formalism is used, which is a more expressive representation. We will introduce a 5-step methodology to upgrade an existing propositional learner towards a first-order learning system. The system ICL (Inductive Classification Logic) is used as a case study. Keywords: inductive logic programming, propositional learning,... (Update)
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BibTeX entry: (Update)
W. Van Laer and L. De Raedt. A methodo- logy for first order learning: a case study. In F. Verdenius and W. van den Broek, editors, Proceedings of the Eighth Belgian-Dutch Conference on Machine Learning, volume 352 of ATO-DLO Rapport, 1998. http://citeseer.ist.psu.edu/vanlaer98methodology.html More
@inproceedings{ vanlaer98methodology,
author = "Wim Van Laer and Luc De Raedt",
title = "A methodology for first order learning : a case study",
booktitle = "Eighth Belgian-Dutch Conference on Machine Learning",
publisher = "ATO-DLO",
editor = "F. Verdenius and W. van den Broek",
pages = "105--113",
year = "1998",
url = "citeseer.ist.psu.edu/vanlaer98methodology.html" }
Citations (may not include all citations):1359 Induction of decision trees (context) - Quinlan - 1986
400 Fast discovery of association rules (context) - Agrawal, Mannila et al. - 1996
392 A theory and methodology of inductive learning (context) - Michalski - 1983
313 Inductive logic programming : Theory and methods - Muggleton, De Raedt - 1994
281 Programs for Machine Learning (context) - Quinlan - 1993
267 A note on inductive generalization (context) - Plotkin - 1970
213 A maximum entropy approach to natural language processing - Berger, Pietra et al. - 1996
149 New Generation Computing (context) - Muggleton, Progol - 1995
85 Rule induction with CN2: Some recent improvements - Clark, Boswell - 1991
67 Applications of inductive logic programming (context) - Bratko, Muggleton - 1995
43 Mining association rules in multiple relations - Dehaspe, De Raedt - 1997
38 Clausal discovery - De Raedt, Dehaspe - 1997
29 Inductive constraint logic (context) - De Raedt, Van Laer - 1995
28 Machine Learning (context) - Clark, Niblett et al. - 1989
25 First order jk-clausal theories are PAClearnable (context) - De Raedt, Dzeroski - 1994
13 Experiments with top-down induction of logical decision tree.. (context) - Blockeel, De Raedt - 1997
13 Maximum entropy modeling with clausal constraints - Dehaspe - 1997
3 Induction in logic (context) - De Raedt - 1996
3 Inductive constraint logic and the mutagenesis problem - Van Laer, Blockeel et al. - 1996
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