Adaptive Parameter Control Strategy for Ant-Miner Classification Algorithm

Volume: 8, Issue: 1
Published: Mar 13, 2020
Abstract
Pruning is the popular framework for preventing the dilemma of overfitting noisy data. This paper presents a new hybrid Ant-Miner classification algorithm and ant colony system (ACS), called ACS-AntMiner. A key aspect of this algorithm is the selection of an appropriate number of terms to be included in the classification rule. ACS-AntMiner introduces a new parameter called importance rate (IR) which is a pre-pruning criterion based on the...
Paper Details
Title
Adaptive Parameter Control Strategy for Ant-Miner Classification Algorithm
Published Date
Mar 13, 2020
Volume
8
Issue
1
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