Relational clich'es: Constraining constructive induction during relational learning (1991)
| Venue: | In Proceedings of the Eighth International Workshop on Machine Learning |
| Citations: | 51 - 1 self |
BibTeX
@INPROCEEDINGS{Silverstein91relationalclich'es:,
author = {Glenn Silverstein and Michael J. Pazzani},
title = {Relational clich'es: Constraining constructive induction during relational learning},
booktitle = {In Proceedings of the Eighth International Workshop on Machine Learning},
year = {1991},
pages = {203--207},
publisher = {Morgan Kaufmann}
}
Years of Citing Articles
Bookmark
 |
 |
 |
 |
 |
 |
OpenURL
Abstract
Proceedings of the Eighth International Workshop on Machine Learning (pp. 203-207). Evanston, IL: Morgan Kaufmann. We discuss an approach to creating new terms during the induction of Horn clauses. The new terms enable a selective form of look-ahead during hill-climbing search. This look-ahead is needed because a conjunction of literals may be useful while each literal individually may not appear to be useful. We exploit knowledge of common patterns of conjunctions to avoid the necessity of testing all pairs of conjunctions. 1
Citations
| 2888 | Induction of Decision Trees - Quinlan - 1986 |
| 962 | Efficient induction of logic programs - Muggleton, Feng - 1990 |
| 150 | Building large knowledge-based systems: representation and inference in the cyc project - Lenat, Guha - 1990 |
| 140 | The utility of knowledge in inductive learning - Pazzani, Kibler - 1992 |
| 94 | A heuristic approach to the discovery of macro-operators - Iba - 1989 |
| 49 | A knowledge intensive approach to concept induction - Bergadano, Giordana - 1988 |
| 44 | Explanation-based learning: A unifying view - Mitchell, Keller, et al. - 1986 |
| 1 | Theory-driven learning: Using intra-example relationships to constrain learning - Pazzani - 1991 |
