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Volume 13 Issue 3
May  1998
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Zhang Xiaolong, Masayuki Numao. An Efficient Multiple Predicate Learner[J]. Journal of Computer Science and Technology, 1998, 13(3): 268-278.
Citation: Zhang Xiaolong, Masayuki Numao. An Efficient Multiple Predicate Learner[J]. Journal of Computer Science and Technology, 1998, 13(3): 268-278.
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An Efficient Multiple Predicate Learner

  • Department of Computer Science; Tokyo Institute of Technolegy; Japan;

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  • Published Date: May 09, 1998
    Abstract
  • In this papers we examine the issue of learning multiple predicates from given training examples. A proposed MPL-CORE algorithm efficiently induces Horn clauses from examples and background knowledge by employing a single predicate learning module CORE. A fast failure mechanism is also proposed which contributes learning efficiency and learnability to the algorithm. MPL-CORE employs background knowledge that can be represented in intensional (Horn clauses) or extensional (ground atoms) forms during its lear…
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    • References (3)
  • [1]
    Lavrac N, Dzeroski S. Inductive Logic Programming Techniques and Applications. Ellia Horwood, 1994.
    [2]
    Quinlan J R. Learning logical definitions from relations. Machine Learning, 1990, 5(3): 239-266.
    [3]
    Muggleton S H, Feng C. Efficient induction of logic programs. Inductive Logic Programming, Muggleton S (ed.), London, Academic Press, 1992, pp.281-297. ……….
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