Appears in Machine Learning : Proceedings of the Eleventh International Conference

نویسندگان

  • John M. Zelle
  • Raymond J. Mooney
  • Joshua B. Konvisser
چکیده

This paper describes a new method for inducing logic programs from examples which attempts to integrate the best aspects of existing ILP methods into a single coherent framework. In particular, it combines a bottom-up method similar to Golem with a top-down method similar to Foil. It also includes a method for predicate invention similar to Champ and an elegant solution to the \noisy oracle" problem which allows the system to learn recursive programs without requiring a complete set of positive examples. Systematic experimental comparisons to both Golem and Foil on a range of problems are used to clearly demonstrate the advantages of the approach.

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Appears in Proceedings of the Eleventh International Workshop on Machine Learning pp . 343 - 351 ,

This paper describes a new method for inducing logic programs from examples which attempts to integrate the best aspects of existing ILP methods into a single coherent framework. In particular, it combines a bottom-up method similar to Golem with a top-down method similar to Foil. It also includes a method for predicate invention similar to Champ and an elegant solution to the \noisy oracle" pr...

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تاریخ انتشار 1994