A Study on Sigmoid Kernels for SVM and the Training of non-PSD Kernels by SMO-type Methods (2003)

by Hsuan-tien Lin , Chih-Jen Lin
Citations:58 - 6 self

Active Bibliography

473 A tutorial on support vector regression – Alex J. Smola, Bernhard Schölkopf - 2004
1 A Study on SMO-type Decomposition Methods for Support Vector Machines – Pai-hsuen Chen, Rong-en Fan, Chih-jen Lin
20 A study on SMO-type decomposition methods for support vector machines – Pai-hsuen Chen, Rong-en Fan, Chih-jen Lin - 2006
373 An introduction to kernel-based learning algorithms – Klaus-Robert Müller, Sebastian Mika, Gunnar Rätsch, Koji Tsuda, Bernhard Schölkopf - 2001
88 Everything Old Is New Again: A Fresh Look at Historical Approaches – Ryan Michael Rifkin - 2002
1 Reduction techniques for training support vector machines – Kuan-ming Lin - 2002
3412 LIBSVM: a Library for Support Vector Machines – Chih-chung Chang, Chih-Jen Lin - 2001
35 A Review of Kernel Methods in Machine Learning – Thomas Hofmann, Bernhard Schölkopf, Alexander J. Smola - 2006
Decomposition Methods for . . . – Wei-Chun Kao, Kai-Min Chung, Chia-Liang Sun, Chih-Jen Lin
158 Working set selection using second order information for training SVM – Rong-en Fan, Pai-hsuen Chen, Thorsten Joachims
ACKNOWLEDGEMENTS – Et Des Mathematiques, Spécialité Automatique, Abdul Rahim Ahmad, Ogier Professeur, Universite De La Rochelle, Chee Peng Lim, Universiti Sains Malaysia, Examinateurs Sheikh, Hussain Shaikh, Salleh Professeur, Universiti Teknologi Malaysia, Patrick Le Callet, Universite De Nantes, Marzuki Khalid, Christian Viard-gaudi N, Universite De Nantes - 2009
9 Optimization Methods In Massive Datasets – P.S. Bradley, O. L. Mangasarian, D. R. Musicant
Vector Machine Training Including a Multi-Parameter Kernel – Tatjana Eitrich, Bruno Lang
108 The analysis of decomposition methods for support vector machines – Chih-jen Lin, Nello Cristianini - 1999
1 A review of RKHS methods in machine learning – Thomas Hofmann, Bernhard Schölkopf, Alexander J. Smola - 2006
562 A Comparison of Methods for Multiclass Support Vector Machines – Chih-Wei Hsu, Chih-Jen Lin - 2002
13 A tutorial on ν-Support Vector Machines – Pai-hsuen Chen, Chih-jen Lin, Bernhard Schölkopf - 2005
1 An Introductory Example – Pai-hsuen Chen, Chih-jen Lin, Bernhard Schölkopf
14 Linear convergence of a decomposition method for support vector machines – Chih-jen Lin - 2001