English

Linear Classification of data with Support Vector Machines and Generalized Support Vector Machines

Machine Learning 2017-03-08 v1

Abstract

In this paper, we study the support vector machine and introduced the notion of generalized support vector machine for classification of data. We show that the problem of generalized support vector machine is equivalent to the problem of generalized variational inequality and establish various results for the existence of solutions. Moreover, we provide various examples to support our results.

Keywords

Cite

@article{arxiv.1606.05664,
  title  = {Linear Classification of data with Support Vector Machines and Generalized Support Vector Machines},
  author = {Xiaomin Qi and Sergei Silvestrov and Talat Nazir},
  journal= {arXiv preprint arXiv:1606.05664},
  year   = {2017}
}

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submitted

R2 v1 2026-06-22T14:28:17.177Z