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Director of the Department

Prof. Dr. Bernhard Schölkopf
Prof. Dr. Bernhard Schölkopf
bernhard.schoelkopf[at]tuebingen.mpg.de
Secretary: Sabrina Rehbaum
Phone: +49 7071 601-551
Fax: +49 7071 601-552
sabrina.rehbaum[at]tuebingen.mpg.de
 

More about the Department

Scientific Awards

Since the foundation of our department in 2002, we have received the following awards.

 

Publication List Department Schölkopf

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2015

Contributions to books (1):

• Charpiat G Person, Hofmann M Person and Schölkopf B Person: Kernel methods in medical imaging, -. In: Handbook of Biomedical Imaging, (Ed) N. Paragios, Springer, Berlin, Germany, (2015). in press

2013

Articles (4):

• Loktyuschin A , Nickisch H Person, Pohmann R Person and Schölkopf B Person (February-2013) Blind Retrospective Motion Correction of MR Images Magnetic Resonance in Medicine Epub ahead.
• Haefner RM Person, Gerwinn S Person, Macke JH Person and Bethge M Person (February-2013) Inferring decoding strategies from choice probabilities in the presence of correlated variability Nature Neuroscience 16(2) 235–242.
• Gerhard HE Person, Wichmann FA Person and Bethge M Person (January-2013) How sensitive is the human visual system to the local statistics of natural images? PLoS Computational Biology 9(1) 1-15.
• Maier M Person, von Luxburg U Person and Hein M (January-2013) How the result of graph clustering methods depends on the construction of the graph ESAIM: Probability and Statistics 17 370-418.
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Posters (1):

• Biessmann F Person, Gretton A Person, Meinecke FC , Zhang X Person, Rainer G Person, Logothetis NK Person, Müller K-R Person and Rauch A Person (2013): Investigating neurovascular coupling using canonical correlation analysis between pharmacological MRI and electrophysiology, Eighteenth Annual Computational Neuroscience Meeting (CNS*2009), Berlin, Germany, BMC Neuroscience, 10(Suppl 1) P86.

2012

Articles (20):

• Cherian A Person, Sra S Person, Banerjee A and Papanikolopoulos N (December-2012) Jensen-Bregman LogDet Divergence with Application to Efficient Similarity Search for Covariance Matrices IEEE Transactions on Pattern Analysis and Machine Intelligence Epub ahead.
• Seldin Y Person, Laviolette F , Cesa-Bianchi N , Shawe-Taylor J and Auer P (December-2012) PAC-Bayesian Inequalities for Martingales IEEE Transactions on Information Theory 58(12) 7086-7093.
• Kober J Person, Wilhelm A , Oztop E and Peters J Person (November-2012) Reinforcement learning to adjust parametrized motor primitives to new situations Autonomous Robots 33(4) 361-379.
• Berens P , Ecker AS Person, Cotton RJ , Ma WJ , Bethge M Person and Tolias AS Person (August-2012) A Fast and Simple Population Code for Orientation in Primate V1 Journal of Neuroscience 32(31) 10618-10626.
• Schwartz G , Macke J Person, Amodei D , Tang H and Berry MJ (August-2012) Low Error Discrimination using a Correlated Population Code Journal of Neurophysiology 108(4) 1069-1088.
• Nguyen-Tuong D Person and Peters J Person (August-2012) Online Kernel-based Learning for Task-Space Tracking Robot Control IEEE Transactions on Neural Networks and Learning Systems 23(9) 1417-1425.
• Hennig P Person and Schuler CJ Person (June-2012) Entropy Search for Information-Efficient Global Optimization Journal of Machine Learning Research 13 1809-1837.
• Nickisch H Person (May-2012) glm-ie: Generalised Linear Models Inference & Estimation Toolbox Journal of Machine Learning Research 13 1699−1703.
• Grosse-Wentrup M Person and Schölkopf B Person (May-2012) High gamma-power predicts performance in sensorimotor-rhythm brain-computer interfaces Journal of Neural Engineering 9(4) 8 pages.
• Janzing D Person, Mooij J Person, Zhang K Person, Lemeire J , Zscheischler J Person, Daniušis P Person, Steudel B Person and Schölkopf B Person (May-2012) Information-geometric approach to inferring causal directions Artificial Intelligence 182-183 1-31.
• Putzeys T , Bethge M Person, Wichmann F Person, Wagemans J and Goris R (April-2012) A New Perceptual Bias Reveals Suboptimal Population Decoding of Sensory Responses PLoS Computational Biology 8(4) 1-13.
• Karaletsos T Person, Stegle O Person, Dreyer C Person, Winn J and Borgwardt KM Person (April-2012) ShapePheno: Unsupervised extraction of shape phenotypes from biological image collections Bioinformatics 28(7) 1001-1008.
• Helbig HB Person, Ernst MO Person, Ricciardi E Person, Pietrini P , Thielscher A Person, Mayer KM Person, Schultz J Person and Noppeney U Person (April-2012) The neural mechanisms of reliability weighted integration of shape information from vision and touch NeuroImage 60(2) 1063–1072.
• Gretton A Person, Borgwardt K Person, Rasch M Person, Schölkopf B Person and Smola A Person (March-2012) A Kernel Two-Sample Test Journal of Machine Learning Research 13 723−773.
• Sra S Person (March-2012) A short note on parameter approximation for von Mises-Fisher distributions: and a fast implementation of Is(x) Computational Statistics 27(1) 177-190.
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• Lampert CH Person and Peters J Person (March-2012) Real-time detection of colored objects in multiple camera streams with off-the-shelf hardware components Journal of Real-Time Image Processing 7(1) 31-41.
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• Hennig P Person and Kiefel M Person (March-2012) Quasi-Newton Methods: A New Direction Journal of Machine Learning Research . in revision
• Hill NJ Person and Schölkopf B Person (February-2012) An online brain–computer interface based on shifting attention to concurrent streams of auditory stimuli Journal of Neural Engineering 9(2) 1-13.
• Zander TO Person and Jatzev S (February-2012) Context-aware brain-computer interfaces: exploring the information space of user, technical system and environment Journal of Neural Engineering 9(1) 1-10.
• Gomez Rodriguez M Person, Leskovec J and Krause A (February-2012) Inferring Networks of Diffusion and Influence ACM Transactions on Knowledge Discovery from Data 5(4:21).

Conference papers (28):

• Ortega PA Person, Grau-Moya J Person, Genewein T Person, Balduzzi D Person and Braun DA Person (December-2012) A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function In: Advances in Neural Information Processing Systems 25, Twenty-Sixth Annual Conference on Neural Information Processing Systems (NIPS 2012), 3014-3022.
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• Balduzzi D Person and Besserve M Person (December-2012) Towards a learning-theoretic analysis of spike-timing dependent plasticity In: Advances in Neural Information Processing Systems 25, Twenty-Sixth Annual Conference on Neural Information Processing Systems (NIPS 2012), 2465-2473.
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• Peters J Person, Mülling K Person, Kober J Person, Nguyen-Tuong D Person and Krömer O Person (August-2012) Robot Skill Learning 20th European Conference on Artificial Intelligence (ECAI 2012), IOS Press, Amsterdam, Netherlands, 40-45.
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• Gomez Rodriguez M Person and Schölkopf B Person (July-2012) Influence Maximization in Continuous Time Diffusion Networks 29th International Conference on Machine Learning (ICML 2012), International Machine Learning Society, Madison, WI, USA, 1-8.
• Schölkopf B Person, Janzing D Person, Peters J Person, Sgouritsa E Person, Zhang K Person and Mooij J Person (July-2012) On causal and anticausal learning 29th International Conference on Machine Learning (ICML 2012), International Machine Learning Society, Madison, WI, USA, 1-8.
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• Wang Z Person, Deisenroth MP Person, Ben Amor H , Vogt D , Schölkopf B Person and Peters J Person (July-2012) Probabilistic Modeling of Human Movements for Intention Inference In: Robotics: Science and Systems VIII, 2012 Robotics: Science and Systems Conference, 1-8.
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• Hennig P Person and Kiefel M Person (July-2012) Quasi-Newton Methods: A New Direction 29th International Conference on Machine Learning (ICML 2012), International Machine Learning Society, Madison, WI, USA, 1-8.
• Gomez Rodriguez M Person and Schölkopf B Person (July-2012) Submodular Inference of Diffusion Networks from Multiple Trees 29th International Conference on Machine Learning (ICML 2012), International Machine Learning Society, Madison, WI, USA, 1-8.
• Zscheischler J Person, Mahecha MD and Harmeling S Person (June-2012) Climate classifications: the value of unsupervised clustering In: Procedia Computer Science Volume 9, International Conference on Computational Science (ICCS 2012), Elsevier, Amsterdam, Netherlands, 897–906.
• Burger HC Person, Schuler CJ Person and Harmeling S Person (June-2012) Image denoising: Can plain Neural Networks compete with BM3D? 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012), IEEE, Piscataway, NJ, USA, 2392-2399.
• Kroemer O Person, Ugur E , Oztop E and Peters J Person (May-2012) A Kernel-based Approach to Direct Action Perception IEEE International Conference on Robotics and Automation (ICRA 2012), IEEE, Piscataway, NJ, USA, 2605-2610.
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• Cayton L Person (May-2012) Accelerating Nearest Neighbor Search on Manycore Systems 26th IEEE International Parallel & Distributed Processing Symposium (IPDPS 2012), IEEE, Piscataway, NJ, USA, 402-413.
• Bócsi B Person, Hennig P Person, Csató L Person and Peters J Person (May-2012) Learning Tracking Control with Forward Models IEEE International Conference on Robotics and Automation (ICRA 2012), IEEE, Piscataway, NJ, USA, 259-264.
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• Daniel C , Neumann G and Peters J Person (April-2012) Hierarchical Relative Entropy Policy Search In: JMLR Workshop and Conference Proceedings Volume 22: AISTATS 2012, Fifteenth International Conference on Artificial Intelligence and Statistics (AI & Statistics 2012), JMLR, Cambridge, MA, USA, 273-281.
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• Hennig P Person, Stern D , Herbrich R and Graepel T (April-2012) Kernel Topic Models In: JMLR Workshop and Conference Proceedings Volume 22: AISTATS 2012, Fifteenth International Conference on Artificial Intelligence and Statistics (AI & Statistics 2012), JMLR, Cambridge, MA, USA, 511-519.
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• Seldin Y Person, Cesa-Bianchi N , Auer P , Laviolette F and Shawe-Taylor J (April-2012) PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits In: JMLR Workshop and Conference Proceedings 26, On-line Trading of Exploration and Exploitation 2, JMLR, Cambridge, MA, USA, 1-14.
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• Peters J Person, Mülling K Person and Kober J Person (March-2012) Experiments with Motor Primitives to learn Table Tennis In: Experimental Robotics, 12th International Symposium on Experimental Robotics (ISER 2010), Springer, Berlin, Germany, 1-13.
• Kroemer O Person and Peters J Person (January-2012) A Non-Parametric Approach to Dynamic Programming In: Advances in Neural Information Processing Systems 24, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 1719-1727.
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• Duvenaud D , Nickisch H Person and Rasmussen CA Person (January-2012) Additive Gaussian Processes In: Advances in Neural Information Processing Systems 24, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 226-234.
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• Stegle O Person, Lippert C Person, Mooij J Person, Lawrence N and Borgwardt K Person (January-2012) Efficient inference in matrix-variate Gaussian models with iid observation noise In: Advances in Neural Information Processing Systems 24, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 630-638.
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• Kpotufe S Person (January-2012) k-NN Regression Adapts to Local Intrinsic Dimension In: Advances in Neural Information Processing Systems 24, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 729-737.
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• Mooij J Person, Janzing D Person, Schölkopf B Person and Heskes T (January-2012) On Causal Discovery with Cyclic Additive Noise Models In: Advances in Neural Information Processing Systems 24, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 639-647.
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• Jegelka S Person, Lin H and Bilmes J Person (January-2012) On Fast Approximate Submodular Minimization In: Advances in Neural Information Processing Systems 24, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 460-468.
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• Hennig P Person (January-2012) Optimal Reinforcement Learning for Gaussian Systems In: Advances in Neural Information Processing Systems 24, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 325-333.
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Last updated: Wednesday, 07.12.2011