Combining top-down and bottom-up techniques in inductive logic programming (1994) [11 citations — 0 self]
Download:
|
|
by John M. Zelle, Raymond J. Mooney, Joshua B. Konvisser
in Proceedings of the Eleventh International Conference on Machine Learning ML-94, Morgan-Kaufmann
ftp://ftp.cs.utexas.edu/pub/mooney/papers/chill-ml-94.ps.gz
Add To MetaCart
Popular Tags
No tags have been applied to this document.
BibTeX | Add To MetaCart
@INPROCEEDINGS{Zelle94combiningtop-down,author = {John M. Zelle and Raymond J. Mooney and Joshua B. Konvisser},
title = {Combining top-down and bottom-up techniques in inductive logic programming},
booktitle = {in Proceedings of the Eleventh International Conference on Machine Learning ML-94, Morgan-Kaufmann},
year = {1994},
pages = {343--351},
publisher = {Morgan Kaufmann}
}
Years of Citing Articles
Abstract:
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 bottomup method similar to Golem with a topdown 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. 1
