Ridge-Adding Approach for SVMpath Singularities

This paper introduces a novel ridge-adding approach for handling the singularity problem which is frequently encountered among the entire regularization path of support vector machine (SVM). Different from the existing ridge-adding method that directly modifies each data point, our approach just add...

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Bibliographic Details
Main Authors: Binyu Wang, Lei Zhou, Zheng Cao, Jisheng Dai
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8681503/