Concept Discovery Through Utilization of Invariance Embedded in the Description Language
Abstract
The idea of using invariance, embedded in a description language, in the process of concept discovery was utilized in the COPER system for discovery of physical laws [Kokar, 1986a, 1986b]. It was incorporated in the procedures of COPER, and thus was applicable to the domain of physical laws. This paper presents a step toward construction of a domain-independent module whose goal is to find invariants and utilize them for constructive induction of functional concepts. To this aim, the features of COPER are expressed in the language of algebra, and the algorithm for constructive induction of concepts is outlined.
Cite
Text
Kokar. "Concept Discovery Through Utilization of Invariance Embedded in the Description Language." International Conference on Machine Learning, 1989. doi:10.1016/B978-1-55860-036-2.50123-5Markdown
[Kokar. "Concept Discovery Through Utilization of Invariance Embedded in the Description Language." International Conference on Machine Learning, 1989.](https://mlanthology.org/icml/1989/kokar1989icml-concept/) doi:10.1016/B978-1-55860-036-2.50123-5BibTeX
@inproceedings{kokar1989icml-concept,
title = {{Concept Discovery Through Utilization of Invariance Embedded in the Description Language}},
author = {Kokar, Mieczyslaw M.},
booktitle = {International Conference on Machine Learning},
year = {1989},
pages = {478-479},
doi = {10.1016/B978-1-55860-036-2.50123-5},
url = {https://mlanthology.org/icml/1989/kokar1989icml-concept/}
}