Nonparallel support vector machine with large margin distribution for pattern classification
作者:
Highlights:
• Nonparallel support vector machine with large margin distribution is proposed.
• The terms of margin mean and margin variance are introduced into the objective function.
• The linear and nonlinear models have more powerful capability of generalization.
摘要
•Nonparallel support vector machine with large margin distribution is proposed.•The terms of margin mean and margin variance are introduced into the objective function.•The linear and nonlinear models have more powerful capability of generalization.
论文关键词:Pattern classification,Nonparallel support vector machine,Margin distribution,Generalization performance
论文评审过程:Received 16 January 2019, Revised 8 April 2020, Accepted 12 April 2020, Available online 23 May 2020, Version of Record 29 May 2020.
论文官网地址:https://doi.org/10.1016/j.patcog.2020.107374