Convergence of a Generalized SMO Algorithm for SVM Classifier Design

作者:S.S. Keerthi, E.G. Gilbert

摘要

Convergence of a generalized version of the modified SMO algorithms given by Keerthi et al. for SVM classifier design is proved. The convergence results are also extended to modified SMO algorithms for solving ν-SVM classifier problems.

论文关键词:support vector machine, SMO algorithm, convergence

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论文官网地址:https://doi.org/10.1023/A:1012431217818