Stochastic Subgradient Estimation Training for Support Vector Machines

DOI10.1007/978-1-4614-5076-4_5zbMath1264.68134arXiv1111.0432OpenAlexW91139740MaRDI QIDQ4922840

Sangkyun Lee, Stephen J. Wright

Publication date: 4 June 2013

Published in: Springer Proceedings in Mathematics & Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1111.0432

Mathematics Subject Classification ID

Estimation in multivariate analysis (62H12) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (1)

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Uses Software

• RCV1
• Pegasos

Cites Work

• Pegasos: primal estimated sub-gradient solver for SVM
• Sparse kernel SVMs via cutting-plane training
• Cutting-plane training of structural SVMs
• Robust Stochastic Approximation Approach to Stochastic Programming
• Training a Support Vector Machine in the Primal
• A Correspondence Between Bayesian Estimation on Stochastic Processes and Smoothing by Splines
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