Varying Coefficient Support Vector Machines

Xiaoling Lu, Fengchi Dong, Xiexin Liu, Xiangyu Chang

Research output: Contribution to journalArticlepeer-review

12 Scopus citations

Abstract

This paper proposes a Varying Coefficient Support Vector Machine (VCSVM). VCSMO, a variation of the classic algorithm SMO for standard SVMs, is also proposed to solve for VCSVM. Numerical examples validate the accuracy and efficiency of the proposed model.

Original languageEnglish (US)
Pages (from-to)107-115
Number of pages9
JournalStatistics and Probability Letters
Volume132
DOIs
StatePublished - Jan 2018

All Science Journal Classification (ASJC) codes

  • Statistics and Probability
  • Statistics, Probability and Uncertainty

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