Concept Formation in Expressive Description Logics

Abstract

We investigate on the automated construction of terminologies from assertions in an expressive Description Logics representation like $\mathcal{ALC}$ . The overall unsupervised learning problem is decomposed into smaller supervised learning problems once clusters of disjoint concepts are detected. In turn, these problems are solved by means of refinement operators.

Cite

Text

Fanizzi et al. "Concept Formation in Expressive Description Logics." European Conference on Machine Learning, 2004. doi:10.1007/978-3-540-30115-8_12

Markdown

[Fanizzi et al. "Concept Formation in Expressive Description Logics." European Conference on Machine Learning, 2004.](https://mlanthology.org/ecmlpkdd/2004/fanizzi2004ecml-concept/) doi:10.1007/978-3-540-30115-8_12

BibTeX

@inproceedings{fanizzi2004ecml-concept,
  title     = {{Concept Formation in Expressive Description Logics}},
  author    = {Fanizzi, Nicola and Iannone, Luigi and Palmisano, Ignazio and Semeraro, Giovanni},
  booktitle = {European Conference on Machine Learning},
  year      = {2004},
  pages     = {99-110},
  doi       = {10.1007/978-3-540-30115-8_12},
  url       = {https://mlanthology.org/ecmlpkdd/2004/fanizzi2004ecml-concept/}
}