Publication details

Jak mravenčí kolonie dobývají znalosti

Title in English How An Ant Colony Mines Data


Year of publication 2008
Type Article in Proceedings
Conference Sborník 7. ročníku konference Znalosti
MU Faculty or unit

Faculty of Informatics

Field Informatics
Keywords swarm intelligence; ant colony; machine learning; classification
Description We discuss several drawbacks of Ant-Miner, a learning system that was inspired by behavior of social insects. First we bring experimental analysis of time com- plexity of the original algorithm. We show that Wisconsin Breast Cancer data that was used in most of experiments is not appropriate. Then we describe a new version, Ant-Miner+ and also a new quality criterion. We compare performance of Ant-Miner with Ant-Miner+ and Ant-Miner+ with other learning algorithms.

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