Sonnenburg, Sören

16 publications

NeurIPS 2011 Hierarchical Multitask Structured Output Learning for Large-Scale Sequence Segmentation Nico Goernitz, Christian K. Widmer, Georg Zeller, Andre Kahles, Gunnar Rätsch, Sören Sonnenburg

JMLR 2011 Lp-Norm Multiple Kernel Learning Marius Kloft, Ulf Brefeld, Sören Sonnenburg, Alexander Zien

ICML 2010 COFFIN: A Computational Framework for Linear SVMs Sören Sonnenburg, Vojtech Franc

MLOSS 2010 The SHOGUN Machine Learning Toolbox Sören Sonnenburg, Gunnar Rätsch, Sebastian Henschel, Christian Widmer, Jonas Behr, Alexander Zien, Fabio de Bona, Alexander Binder, Christian Gehl, Vojtěch Franc

NeurIPS 2009 Efficient and Accurate Lp-Norm Multiple Kernel Learning Marius Kloft, Ulf Brefeld, Pavel Laskov, Klaus-Robert Müller, Alexander Zien, Sören Sonnenburg

JMLR 2009 Optimized Cutting Plane Algorithm for Large-Scale Risk Minimization Vojtěch Franc, Sören Sonnenburg

ECML-PKDD 2009 The Feature Importance Ranking Measure Alexander Zien, Nicole Krämer, Sören Sonnenburg, Gunnar Rätsch

ICML 2008 Optimized Cutting Plane Algorithm for Support Vector Machines Vojtech Franc, Sören Sonnenburg

JMLR 2007 The Need for Open Source Software in Machine Learning Sören Sonnenburg, Mikio L. Braun, Cheng Soon Ong, Samy Bengio, Leon Bottou, Geoffrey Holmes, Yann LeCun, Klaus-Robert Müller, Fernando Pereira, Carl Edward Rasmussen, Gunnar Rätsch, Bernhard Schölkopf, Alexander Smola, Pascal Vincent, Jason Weston, Robert Williamson

NeurIPS 2006 Computation of Similarity Measures for Sequential Data Using Generalized Suffix Trees Konrad Rieck, Pavel Laskov, Sören Sonnenburg

NeurIPS 2006 Large Scale Hidden Semi-Markov SVMs Gunnar Rätsch, Sören Sonnenburg

JMLR 2006 Large Scale Multiple Kernel Learning Sören Sonnenburg, Gunnar Rätsch, Christin Schäfer, Bernhard Schölkopf

NeurIPS 2005 A General and Efficient Multiple Kernel Learning Algorithm Sören Sonnenburg, Gunnar Rätsch, Christin Schäfer

ICML 2005 Large Scale Genomic Sequence SVM Classifiers Sören Sonnenburg, Gunnar Rätsch, Bernhard Schölkopf

NeCo 2002 A New Discriminative Kernel from Probabilistic Models Koji Tsuda, Motoaki Kawanabe, Gunnar Rätsch, Sören Sonnenburg, Klaus-Robert Müller

NeurIPS 2001 A New Discriminative Kernel from Probabilistic Models Koji Tsuda, Motoaki Kawanabe, Gunnar Rätsch, Sören Sonnenburg, Klaus-Robert Müller