Error bounds for support vector machines with application to the identification of active constraints

DOI10.1080/10556780903057291zbMath1190.90115OpenAlexW2089103219MaRDI QIDQ3562393

Renato De Leone, Cinzia Lazzari

Publication date: 21 May 2010

Published in: Optimization Methods and Software (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/10556780903057291

zbMATH Keywords

error boundssupport vector machineactive constraint identification

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Quadratic programming (90C20) Optimality conditions and duality in mathematical programming (90C46) Complementarity and equilibrium problems and variational inequalities (finite dimensions) (aspects of mathematical programming) (90C33)

Related Items (3)

Data preprocessing in semi-supervised SVM classification ⋮ Comments on: Critical Lagrange multipliers: what we currently know about them, how they spoil our lives, and what we can do about it ⋮ A Global Dual Error Bound and Its Application to the Analysis of Linearly Constrained Nonconvex Optimization

Uses Software

• SSVM
• SVM

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