Tri-level attribute reduction in rough set theory

作者:

Highlights:

• Object-specific attribute reducts are proposed by object consistency from dependency.

• Object-specific reducts improve classification-specific and class-specific reducts.

• Tri-level attribute reducts present both series development and hierarchy deepening.

• Tri-level reducts gain hierarchical relationships and transitions, direct calculations.

• Tri-level thinking and analysis of attribute reduction enrich three-way Gr-Computing.

摘要

•Object-specific attribute reducts are proposed by object consistency from dependency.•Object-specific reducts improve classification-specific and class-specific reducts.•Tri-level attribute reducts present both series development and hierarchy deepening.•Tri-level reducts gain hierarchical relationships and transitions, direct calculations.•Tri-level thinking and analysis of attribute reduction enrich three-way Gr-Computing.

论文关键词:Attribute reduction,Three-way decision,Tri-level analysis,Object-specific attribute reducts,Tri-level attribute reducts,Granular computing

论文评审过程:Received 14 January 2020, Revised 29 October 2021, Accepted 30 October 2021, Available online 11 November 2021, Version of Record 22 November 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.116187