1. Guest editorial: model selection and optimization in machine learning

   • Süreyya Özöğür-Akyüz
   • Devrim Ünay
   • Alex Smola

   Editorial 13 August 2011 Pages: 1 - 2

2. A majorization-minimization approach to the sparse generalized eigenvalue problem

   • Bharath K. Sriperumbudur
   • David A. Torres
   • Gert R. G. Lanckriet

   OriginalPaper Open access 07 December 2010 Pages: 3 - 39

3. Dual coordinate descent methods for logistic regression and maximum entropy models

   • Hsiang-Fu Yu
   • Fang-Lan Huang
   • Chih-Jen Lin

   OriginalPaper 11 November 2010 Pages: 41 - 75

4. SpicyMKL: a fast algorithm for Multiple Kernel Learning with thousands of kernels

   • Taiji Suzuki
   • Ryota Tomioka

   OriginalPaper 03 June 2011 Pages: 77 - 108

5. Sparse conjugate directions pursuit with application to fixed-size kernel models

   • Peter Karsmakers
   • Kristiaan Pelckmans
   • Johan A. K. Suykens

   OriginalPaper 04 June 2011 Pages: 109 - 148

6. Boosted multi-task learning

   • Olivier Chapelle
   • Pannagadatta Shivaswamy
   • Belle Tseng

   OriginalPaper 24 December 2010 Pages: 149 - 173

7. Model selection for primal SVM

   • Gregory Moore
   • Charles Bergeron
   • Kristin P. Bennett

   OriginalPaper 22 April 2011 Pages: 175 - 208

8. Resampling approach for cluster model selection

   • Z. Volkovich
   • Z. Barzily
   • R. Avros

   OriginalPaper 18 March 2011 Pages: 209 - 248