Concept Formation by Incremental Conceptual Clustering

Hadzikadic, Mirsad; Yun, David Y. Y.

Concept Formation by Incremental Conceptual Clustering

Download BibTeX Cite

Proceedings of the Eleventh International Joint Conference on Artificial Intelligence. Machine Learning. Pages 831-835.

Abstract

Incremental conceptual clustering is an important area of machine learning. It is concerned with summarizing data in a form of concept hierarchies, which will eventually ease the problem of knowledge acqulSttlon for knowledge-based systems. In this paper we have described INC, a program that generates a hierarchy of concept descriptions incrementally. INC searches a space of classification hierarchies in both top-down and bottom-up fashion. The system was evaluated along four dimensions and tested in two domains: universities and countries.

Mirsad Hadzikadic, and David Y. Y. Yun. 1989. Concept Formation by Incremental Conceptual Clustering. In Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, IJCAI-89. IJCAI, 831–835. https://ijcai.org/proceedings/1989/133

@inproceedings{ijcai1989p133,
  title     = {Concept Formation by Incremental Conceptual Clustering},
  author    = {Hadzikadic, Mirsad and Yun, David Y. Y.},
  booktitle = {Proceedings of the Eleventh International Joint Conference on
               Artificial Intelligence, {IJCAI-89}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {N. S. Sridharan},
  pages     = {831--835},
  year      = {1989},
  month     = {8},
  note      = {Machine Learning},
  url       = {https://ijcai.org/proceedings/1989/133},
}

TY  - CPAPER
TI  - Concept Formation by Incremental Conceptual Clustering
AU  - Hadzikadic, Mirsad
AU  - Yun, David Y. Y.
T2  - Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, IJCAI-89
PB  - International Joint Conferences on Artificial Intelligence
PY  - 1989
SP  - 831
EP  - 835
UR  - https://ijcai.org/proceedings/1989/133
ER  -