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Pac-learning Nondeterminate Clauses (1994)  (Make Corrections)  (18 citations)
William W. Cohen ATT Bell Laboratories 600 Mountain Avenue Murray Hill, NJ...
National Conference on Artificial Intelligence



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Abstract: Several practical inductive logic programming systems efficiently learn "determinate" clauses of constant depth. Recently it has been shown that while nonrecursive constant-depth determinate clauses are pac-learnable, most of the obvious syntactic generalizations of this language are not pac-learnable. In this paper we introduce a new restriction on logic programs called "locality", and present two formal results. First, the language of nonrecursive clauses of constant locality is... (Update)

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...i so that they are all disjoint, and let C be the clause A B 1 : B r This leads to the following result. For a detailed proof, see [Cohen, 1994b] 27 Theorem 16 Let L k LENGTH DUAL [B] be the language of logic programs C such that M(C) M(fP 1 g) M(fP r g) where...

...that they are all disjoint, and let C be the clause A B 1 : B r This leads to the following result. For a detailed proof, see [ Cohen, 1994b ] 28 [B] be the language of logic programs C such that M(C) M(fP 1 g) M(fP r g) where P 1 , P r are...

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Inductive Specification Recovery: - Understanding Software By   (Correct)
Pac-Learning Non-Recursive Prolog Clauses - William Cohen Att (1995)   (Correct)
The Pac-Learnability of Recursive Logic Programs - William Cohen Att (1994)   (Correct)

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BibTeX entry:   (Update)

William W. Cohen. Pac-learning nondeterminate clauses. In Proceedings of the Eleventh National Conference on Artificial Intelligence, Seattle, WA, 1994. http://citeseer.ist.psu.edu/article/cohen94paclearning.html   More

@inproceedings{ cohen94paclearning,
    author = "William W. Cohen",
    title = "Pac-Learning Nondeterminate Clauses",
    booktitle = "National Conference on Artificial Intelligence",
    pages = "676-681",
    year = "1994",
    url = "citeseer.ist.psu.edu/article/cohen94paclearning.html" }
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Documents on the same site (http://www-2.cs.cmu.edu/~wcohen/postscript/):   More
Probabilistic Hill-Climbing - Cohen, Greiner, Dale (1991)   (Correct)
Desiderata for Generalization-to-N Algorithms - Cohen (1994)   (Correct)
Polynomial Learnability and Inductive Logic Programming.. - Cohen, Page, Jr. (1995)   (Correct)

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