Improved bias value and new membership function to enhance the performance of fuzzy support vector Machine

作者:

Highlights:

• New Membership Functions for FSVM.

• New Method of Estimating Bias Value.

• Effect of the Relationship between New Membership Function and Slack Variable.

摘要

•New Membership Functions for FSVM.•New Method of Estimating Bias Value.•Effect of the Relationship between New Membership Function and Slack Variable.

论文关键词:Fuzzy support vector machines,New Membership Function,Median bias value,Robustness

论文评审过程:Received 8 September 2021, Revised 21 June 2022, Accepted 27 June 2022, Available online 2 July 2022, Version of Record 16 July 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.118003