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A Study on SMO Algorithm for Solving ϵ-SVR with Non-PSD Kernels

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Publication:5299954
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DOI10.1080/03610918.2012.695843zbMath1264.93276OpenAlexW1969100260MaRDI QIDQ5299954

Xiaojian Zhou, Yizhong Ma

Publication date: 24 June 2013

Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610918.2012.695843


zbMATH Keywords

sequential minimal optimization algorithmsupport vector machinenon-positive semi-definite kernel\(\varepsilon\)-support vector regression


Mathematics Subject Classification ID

Stochastic programming (90C15)


Related Items (2)

Gradient/Hessian-enhanced least square support vector regression ⋮ Estimation of actuarial quantities at fractional ages with Kriging




Cites Work

  • Unnamed Item
  • Estimation of dependences based on empirical data. Transl. from the Russian by Samuel Kotz
  • On the convergence of a modified version of SVMlightalgorithm
  • Efficient SVM regression training with SMO




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