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Volume 1 / 1986 - Volume 86 / 2012
Special issue on mining and learning with graphs; Guest editors: Thomas Gärtner, Gemma C. Garriga
1-2
Guest editors’ introduction: special issue on mining and learning with graphs
Thomas Gärtner and Gemma C. Garriga
3-35
Graph kernels based on tree patterns for molecules
Pierre Mahé and Jean-Philippe Vert
37-67
On the properties of von Neumann kernels for link analysis
Masashi Shimbo, Takahiko Ito, Daichi Mochihashi and Yuji Matsumoto
69-89
gBoost: a mathematical programming approach to graph classification and regression
Hiroto Saigo, Sebastian Nowozin, Tadashi Kadowaki, Taku Kudo and Koji Tsuda
91-127
Mining probabilistic automata: a statistical view of sequential pattern mining
Stéphanie Jacquemont, François Jacquenet and Marc Sebban
129-165
An efficient algorithm for learning to rank from preference graphs
Tapio Pahikkala, Evgeni Tsivtsivadze, Antti Airola, Jouni Järvinen and Jorma Boberg
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