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Abstract: Concept learning from examples in first-order languages has been widely studied recently. Specifically, many systems that integrate inductive learning and explanationbased learning have been proposed. However, concept learning is only a subproblem of the problem of knowledge base (which is referred to as a theory in first-order logic) revision. This is mainly because concept learning methods utilize background knowledge without regard to whether the knowledge is perfect or imperfect, while a... (Update)
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BibTeX entry: (Update)
@misc{ chen-theory,
author = "Po-Chi Chen and YONG-NENG YU and SHU-YUEN HWANG",
title = "A Theory Revision Approach For Concept Learning",
url = "citeseer.ist.psu.edu/155919.html" }
Citations (may not include all citations):1838 Foundations of logic programming (context) - Lloyd - 1984
1359 Induction of decision trees (context) - Quinlan - 1986
492 Learning logical definition from relations (context) - Quinlan - 1990
388 Inductive Logic Programming - Muggleton - 1991
371 Explanation based generalization: a unifying view (context) - Mitchell, Keler et al. - 1986
328 Algorithmic Program Debugging (context) - Shapiro - 1983
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144 Contributions to the Theory of Logic Programming (context) - Apt, Van Emden - 1982
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44 Generalized subsumption and its applications to induction an.. (context) - Buntine - 1988
41 Determinate Literals in Inductive Logic Programming (context) - Quinlan - 1991
41 an oracle based approach to constructive induction (context) - Muggleton - 1987
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4 Completeness for inductive procedures (context) - Rouveirol - 1991
3 The Role of Induction in Knowledge Elicitation (context) - Hart - 1985
2 A learning system for shape representation (context) - Chen, Tsai et al. - 1992
1 Incremental Learning from Noise Data (context) - Schlimmer, Granger - 1986
1 Pattern recongnition as rule-guided inductive inference (context) - Michalski - 1980
Documents on the same site (http://www.csie.nctu.edu.tw/~dcp78815/publish.html):
A Graded Approach for Shape Representation - Chen, Tsai, Hwang (Correct)
An Ilp Based Knowledge Discovery System - Po-Chi Chen (Correct)
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