1. Guest editors’ introduction: special issue on mining and learning with graphs

   • Thomas Gärtner
   • Gemma C. Garriga

   EditorialNotes 17 January 2009 Pages: 1 - 2

2. Graph kernels based on tree patterns for molecules

   • Pierre Mahé
   • Jean-Philippe Vert

   OriginalPaper Open access 04 October 2008 Pages: 3 - 35

3. On the properties of von Neumann kernels for link analysis

   • Masashi Shimbo
   • Takahiko Ito
   • Yuji Matsumoto

   OriginalPaper 12 November 2008 Pages: 37 - 67

4. gBoost: a mathematical programming approach to graph classification and regression

   • Hiroto Saigo
   • Sebastian Nowozin
   • Koji Tsuda

   OriginalPaper Open access 12 November 2008 Pages: 69 - 89

5. Mining probabilistic automata: a statistical view of sequential pattern mining

   • Stéphanie Jacquemont
   • François Jacquenet
   • Marc Sebban

   OriginalPaper 08 January 2009 Pages: 91 - 127

6. An efficient algorithm for learning to rank from preference graphs

   • Tapio Pahikkala
   • Evgeni Tsivtsivadze
   • Jorma Boberg

   OriginalPaper 09 January 2009 Pages: 129 - 165