A comparative study of multigranulation rough sets and concept lattices via rule acquisition

作者:

Highlights:

• Transforming decision systems into formal decision contexts is studied.

• Relationship between “AND” decision rules and granular rules is discussed.

• Relationship between “OR” decision rules and disjunctive rules is investigated.

• Support and certainty factors of different rules are compared.

• Algorithm complexity of rule acquisition is analyzed.

摘要

•Transforming decision systems into formal decision contexts is studied.•Relationship between “AND” decision rules and granular rules is discussed.•Relationship between “OR” decision rules and disjunctive rules is investigated.•Support and certainty factors of different rules are compared.•Algorithm complexity of rule acquisition is analyzed.

论文关键词:Rough set theory,Granular computing,Multigranulation rough set,Concept lattice,Rule acquisition

论文评审过程:Received 19 December 2014, Revised 15 June 2015, Accepted 21 July 2015, Available online 26 July 2015, Version of Record 3 December 2015.

论文官网地址:https://doi.org/10.1016/j.knosys.2015.07.024