ML Anthology

Determining Property Relevance in Concept Formation by Computing Correlation Between Properties

João José Furtado Vasco
ECML-PKDD 1998 pp. 310-315
doi:10.1007/BFB0026701 /ecmlpkdd/1998/vasco1998ecml-determining/

Abstract

We propose a method to incrementally compute and use, during the concept formation, the relevance of a concept property. This relevance is computed through the account of the property correlation with other ones and it is used by the concept quality function in order to improve predictive accuracy. The proposed approach is analyzed concerning both the prediction power of the generated concepts and the time and space complexity of the concept formation algorithm

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Cite

Text

Vasco. "Determining Property Relevance in Concept Formation by Computing Correlation Between Properties." European Conference on Machine Learning, 1998. doi:10.1007/BFB0026701

Markdown

[Vasco. "Determining Property Relevance in Concept Formation by Computing Correlation Between Properties." European Conference on Machine Learning, 1998.](https://mlanthology.org/ecmlpkdd/1998/vasco1998ecml-determining/) doi:10.1007/BFB0026701

BibTeX

@inproceedings{vasco1998ecml-determining,
  title     = {{Determining Property Relevance in Concept Formation by Computing Correlation Between Properties}},
  author    = {Vasco, João José Furtado},
  booktitle = {European Conference on Machine Learning},
  year      = {1998},
  pages     = {310-315},
  doi       = {10.1007/BFB0026701},
  url       = {https://mlanthology.org/ecmlpkdd/1998/vasco1998ecml-determining/}
}