ML Anthology

Revising Relational Domain Theories

James Wogulis
ICML 1991 pp. 462-466
doi:10.1016/B978-1-55860-200-7.50095-7 /icml/1991/wogulis1991icml-revising/

Abstract

This paper presents the AUDREY system which can revise incomplete and incorrect relational domain theories given a set of examples and non-examples of concepts in the theory. Using an abductive process, the system identifies clauses that must be added, removed or generalized to modify the theory to be consistent with the training set. The generalization process generates first-order Horn clauses. We present experimental results demonstrating the system's ability to repair incorrect domain theories as well its ability to learn relational concepts.

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Cite

Text

Wogulis. "Revising Relational Domain Theories." International Conference on Machine Learning, 1991. doi:10.1016/B978-1-55860-200-7.50095-7

Markdown

[Wogulis. "Revising Relational Domain Theories." International Conference on Machine Learning, 1991.](https://mlanthology.org/icml/1991/wogulis1991icml-revising/) doi:10.1016/B978-1-55860-200-7.50095-7

BibTeX

@inproceedings{wogulis1991icml-revising,
  title     = {{Revising Relational Domain Theories}},
  author    = {Wogulis, James},
  booktitle = {International Conference on Machine Learning},
  year      = {1991},
  pages     = {462-466},
  doi       = {10.1016/B978-1-55860-200-7.50095-7},
  url       = {https://mlanthology.org/icml/1991/wogulis1991icml-revising/}
}