A novel dynamic rough subspace based selective ensemble

作者：

Highlights：

• A new framework for rough set ensemble and algorithm DRSSE is proposed.

• Dynamic searching space is used to increase the diversity of rough subspaces.

• The relationship among attributes is considered to reduce the searching space.

• Consider the accuracy and diversity of base classifiers in an ensemble system.

摘要

•A new framework for rough set ensemble and algorithm DRSSE is proposed.•Dynamic searching space is used to increase the diversity of rough subspaces.•The relationship among attributes is considered to reduce the searching space.•Consider the accuracy and diversity of base classifiers in an ensemble system.

论文关键词：Rough set,Selective ensemble,Dynamic reduct searching space,Diversity

论文评审过程：Received 18 March 2014, Revised 5 September 2014, Accepted 2 November 2014, Available online 20 November 2014.

论文官网地址：https://doi.org/10.1016/j.patcog.2014.11.001