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Publication details
Jak mravenčí kolonie dobývají znalosti
Title in English | How An Ant Colony Mines Data |
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Authors | |
Year of publication | 2008 |
Type | Article in Proceedings |
Conference | Sborník 7. ročníku konference Znalosti |
MU Faculty or unit | |
Citation | |
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. |