Ensemble belief rule base modeling with diverse attribute selection and cautious conjunctive rule for classification problems

作者：

Highlights：

• Propose a diverse attribute selection method to construct BRB.

• Propose a weight learning method to determine the importance of BRB.

• Propose an analytical cautious conjunctive rule to combine BRB.

• An ensemble BRB modeling method is proposed for classification problems.

摘要

•Propose a diverse attribute selection method to construct BRB.•Propose a weight learning method to determine the importance of BRB.•Propose an analytical cautious conjunctive rule to combine BRB.•An ensemble BRB modeling method is proposed for classification problems.

论文关键词：Belief rule base,Attribute selection,Classification,Ensemble learning,Cautious conjunctive rule

论文评审过程：Received 24 June 2019, Revised 18 December 2019, Accepted 21 December 2019, Available online 24 December 2019, Version of Record 2 January 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2019.113161