Dynamic selection of classifiers—A comprehensive review

作者:

Highlights:

• We review the main methods of dynamic selection of classifiers.

• A taxonomy for the methods of dynamic selection of classifiers is proposed.

• We examine the significance of the reported results on dynamic selection.

• The performance of dynamic selection methods is related to the problem complexity.

• We investigate whether or not the dynamic selection of classifiers should be used.

摘要

Highlights•We review the main methods of dynamic selection of classifiers.•A taxonomy for the methods of dynamic selection of classifiers is proposed.•We examine the significance of the reported results on dynamic selection.•The performance of dynamic selection methods is related to the problem complexity.•We investigate whether or not the dynamic selection of classifiers should be used.

论文关键词:Ensemble of classifiers,Dynamic selection of classifiers,Data complexity

论文评审过程:Received 28 August 2013, Revised 3 May 2014, Accepted 7 May 2014, Available online 17 May 2014.

论文官网地址:https://doi.org/10.1016/j.patcog.2014.05.003