ML Anthology

Discrimination-Based Constructive Induction of Logic Programs

Boonserm Kijsirikul, Masayuki Numao, Masamichi Shimura
AAAI 1992 pp. 44-49
/aaai/1992/kijsirikul1992aaai-discrimination/

Abstract

This paper presents a new approach to constructive induction, Discrimination-Based Constructive induction(DBC), which invents useful predicates in learning relations. Triggered by failure of selective induction, DBC finds a minimal set of variables forming a new predicate that discriminates between positive and negative examples, and induces a definition of the invented predicate. If necessary, it also induces subpredicates for the definition. Experimental results show that DBC learns meaningful predicates without any interactive guidance.

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Text

Kijsirikul et al. "Discrimination-Based Constructive Induction of Logic Programs." AAAI Conference on Artificial Intelligence, 1992.

Markdown

[Kijsirikul et al. "Discrimination-Based Constructive Induction of Logic Programs." AAAI Conference on Artificial Intelligence, 1992.](https://mlanthology.org/aaai/1992/kijsirikul1992aaai-discrimination/)

BibTeX

@inproceedings{kijsirikul1992aaai-discrimination,
  title     = {{Discrimination-Based Constructive Induction of Logic Programs}},
  author    = {Kijsirikul, Boonserm and Numao, Masayuki and Shimura, Masamichi},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {1992},
  pages     = {44-49},
  url       = {https://mlanthology.org/aaai/1992/kijsirikul1992aaai-discrimination/}
}