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A Linearly Convergent Linear-Time First-Order Algorithm for Support Vector Classification with a Core Set Result

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Publication:2899129
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DOI10.1287/ijoc.1100.0412zbMath1243.68243OpenAlexW2111762308MaRDI QIDQ2899129

Piyush Kumar, E. Alper Yıldırım

Publication date: 28 July 2012

Published in: INFORMS Journal on Computing (Search for Journal in Brave)

Full work available at URL: http://hdl.handle.net/11693/21900


zbMATH Keywords

support vector machinesFrank-Wolfe algorithmsupport vector classification


Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Quadratic programming (90C20) Approximation algorithms (68W25)


Related Items (2)

A novel Frank-Wolfe algorithm. Analysis and applications to large-scale SVM training ⋮ Polytope Conditioning and Linear Convergence of the Frank–Wolfe Algorithm







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