Region-based quantitative and hierarchical attribute reduction in the two-category decision theoretic rough set model

作者:

Highlights:

• An improved type of classification regions and its preservation reduct are proposed.

• The set-region preservation target, property and reduct are studied.

• The double-preservation reduct of set regions and rule consistency is established.

• Hierarchies of three quantitative reducts and two qualitative reducts are explored.

摘要

•An improved type of classification regions and its preservation reduct are proposed.•The set-region preservation target, property and reduct are studied.•The double-preservation reduct of set regions and rule consistency is established.•Hierarchies of three quantitative reducts and two qualitative reducts are explored.

论文关键词:Rough set theory,Decision-theoretic rough set,Attribute reduction,Quantitative reduct,Hierarchical reduct

论文评审过程:Received 12 January 2014, Revised 9 July 2014, Accepted 24 July 2014, Available online 7 August 2014.

论文官网地址:https://doi.org/10.1016/j.knosys.2014.07.022