1. Guest editors’ introduction: special issue of selected papers from ECML PKDD 2011

   • Dimitrios Gunopulos
   • Donato Malerba
   • Michalis Vazirgiannis

   Editorial 26 July 2012 Pages: 1 - 3

2. Good edit similarity learning by loss minimization

   • Aurélien Bellet
   • Amaury Habrard
   • Marc Sebban

   OriginalPaper 16 June 2012 Pages: 5 - 35

   

3. Novel high intrinsic dimensionality estimators

   • A. Rozza
   • G. Lombardi
   • P. Campadelli

   OriginalPaper 26 May 2012 Pages: 37 - 65

   

4. Generating feature spaces for linear algorithms with regularized sparse kernel slow feature analysis

   • Wendelin Böhmer
   • Steffen Grünewälder
   • Klaus Obermayer

   OriginalPaper 13 June 2012 Pages: 67 - 86

   

5. Sequential approaches for learning datum-wise sparse representations

   • Gabriel Dulac-Arnold
   • Ludovic Denoyer
   • Patrick Gallinari

   OriginalPaper 10 August 2012 Pages: 87 - 122

   

6. Preference-based reinforcement learning: a formal framework and a policy iteration algorithm

   • Johannes Fürnkranz
   • Eyke Hüllermeier
   • Sang-Hyeun Park

   OriginalPaper 10 August 2012 Pages: 123 - 156

   

7. Focused multi-task learning in a Gaussian process framework

   • Gayle Leen
   • Jaakko Peltonen
   • Samuel Kaski

   OriginalPaper 16 June 2012 Pages: 157 - 182

   

8. Learning monotone nonlinear models using the Choquet integral

   • Ali Fallah Tehrani
   • Weiwei Cheng
   • Eyke Hüllermeier

   OriginalPaper 10 August 2012 Pages: 183 - 211