Solution path algorithm for twin multi-class support vector machine

作者：

Highlights：

• Lagrangian multipliers are piecewise linear w.r.t. regularization parameters.

• The entire solution path algorithm requires only solving the break points.

• Lagrangian multipliers are 1 as regularization parameters approach infinity.

摘要

•Lagrangian multipliers are piecewise linear w.r.t. regularization parameters.•The entire solution path algorithm requires only solving the break points.•Lagrangian multipliers are 1 as regularization parameters approach infinity.

论文关键词：Regularization parameter,Solution path algorithm,Multi-class classification,Twin support vector machine

论文评审过程：Received 2 April 2021, Revised 16 July 2022, Accepted 1 August 2022, Available online 12 August 2022, Version of Record 19 August 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.118361