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SBL-PM: A simple algorithm for selection of reference instances in similarity based methods. (English) Zbl 0965.68079

Kłopotek, Mieczysław (ed.) et al., Intelligent information systems. Proceedings of the IIS 2000 symposium, Bystra, Poland, June 12-16, 2000. Heidelberg: Physica Verlag. Advances in Soft Computing. 99-107 (2000).
Summary: SBL-PM is a simple algorithm for selection of reference instances, a first step towards building a partial memory learner. A batch and on-line version of the algorithm is presented, allowing to find a compromise between the number of reference cases retained and the accuracy of the system. Preliminary experiments on real and artificial datasets illustrate these relations.
For the entire collection see [Zbl 0944.00068].

MSC:

68T05 Learning and adaptive systems in artificial intelligence

Software:

SBL-PM
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