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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2010

Conference papers (57):

Gomez Rodriguez M, Grosse-Wentrup M, Peters J, Naros G, Hill J, Schölkopf B and Gharabaghi A (August-2010) Epidural ECoG Online Decoding of Arm Movement Intention in Hemiparesis, 1st ICPR Workshop on Brain Decoding: Pattern Recognition Challenges in Neuroimaging (ICPR WBD 2010), IEEE, Piscataway, NJ, USA, 36-39.
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Mülling K, Kober J and Peters J (August-2010) Simulating Human Table Tennis with a Biomimetic Robot Setup In: From Animals to Animats 11, , 11th International Conference on Simulation of Adaptive Behavior (SAB 2010), Springer, Berlin, Germany, 273-282, Series: Lecture Notes in Computer Science ; 6226.
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Wackersreuther B, Wackersreuther P, Oswald A, Böhm C and Borgwardt KM (July-2010) Frequent subgraph discovery in dynamic networks, 155-162, ACM Press, New York, NY, USA, Eighth Workshop on Mining and Learning with Graphs (MLG '10).
Daniusis P, Janzing D, Mooij J, Zscheischler J, Steudel B, Zhang K and Schölkopf B (July-2010) Inferring deterministic causal relations, 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), AUAI Press, Corvallis, OR, USA, 143-150.
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Gomez Rodriguez M, Leskovec J and Krause A (July-2010) Inferring Networks of Diffusion and Influence, 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2010), ACM Press, New York, NY, USA, 1019-1028.
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Zhang K, Schölkopf B and Janzing D (July-2010) Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery, 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), AUAI Press, Corvallis, OR, USA, 717-724.
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Zhang M-L and Zhang K (July-2010) Multi-Label Learning by Exploiting Label Dependency, 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2010), ACM Press, New York, NY, USA, 999-1008.
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Peters J, Mülling K, Seldin Y and Altun Y (July-2010) Reinforcement Learning with Bounded Information Loss, 30th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2010), American Institute of Physics, Woodbury, NY, USA, 365-372, Series: AIP Conference Proceedings ; 1305.
Peters J, Mülling K and Altun Y (July-2010) Relative Entropy Policy Search, Twenty-Fourth National Conference on Artificial Intelligence (AAAI-10), AAAI Press, Menlo Park, CA, USA, 1607-1612.
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Zhang K and Hyvärinen A (July-2010) Source Separation and Higher-Order Causal Analysis of MEG and EEG, 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), AUAI Press, Corvallis, OR, USA, 709-716.
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Seldin Y (June-2010) A PAC-Bayesian Analysis of Co-clustering, Graph Clustering, and Pairwise Clustering, ICML 2010 Workshop on Social Analytics: Learning from human interactions, 1-5.
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Kim D, Sra S and Dhillon I (June-2010) A scalable trust-region algorithm with application to mixed-norm regression, 27th International Conference on Machine Learning (ICML 2010), Curran, Red Hook, NY, USA, 519-526.
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Lampert CH (June-2010) An efficient divide-and-conquer cascade for nonlinear object detection, Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), IEEE, Piscataway, NJ, USA, 1022-1029.
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Steudel B, Janzing D and Schölkopf B (June-2010) Causal Markov condition for submodular information measures, 23rd Annual Conference on Learning Theory (COLT 2010), Omnipress, Madison, WI, USA, 464-476.
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Hirsch M, Sra S, Schölkopf B and Harmeling S (June-2010) Efficient Filter Flow for Space-Variant Multiframe Blind Deconvolution, Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), IEEE, Piscataway, NJ, USA, 607-614.
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Saatçi Y, Turner R and Rasmussen CE (June-2010) Gaussian process change point models, 27th International Conference on Machine Learning (ICML 2010), Curran, Red Hook, NY, USA, 927-934.
Kroemer O, Detry R, Piater J and Peters J (June-2010) Grasping with Vision Descriptors and Motor Primitives, 7th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2010), SciTePress, Setúbal, Portugal, 47-54.
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Sriperumbudur BK, Fukumizu K, Gretton A, Schölkopf B and Lanckriet GRG (June-2010) Non-parametric estimation of integral probability metrics, IEEE International Symposium on Information Theory (ISIT 2010), IEEE, Piscataway, NJ, USA, 1428-1432.
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Tang KD, Tappen MF, Sukthankar R and Lampert CH (June-2010) Optimizing one-shot recognition with micro-set learning, Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), IEEE, Piscataway, NJ, USA, 3027-3034.
Janzing D, Hoyer P and Schölkopf B (June-2010) Telling cause from effect based on high-dimensional observations, 27th International Conference on Machine Learning (ICML 2010), Curran, Red Hook, NY, USA, 479-486.
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Schwamberger V, Le PHD, Schölkopf B and Franz MO (June-2010) The Influence of the Image Basis on Modeling and Steganalysis Performance In: Information Hiding, , 12th international Workshop (IH 2010), Springer, Berlin, Germany, 133-144, Series: Lecture Notes in Computer Science ; 6387.
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Peters J, Janzing D and Schölkopf B (May-2010) Identifying Cause and Effect on Discrete Data using Additive Noise Models, Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010), International Machine Learning Society, Madison, WI, USA, 597-604, Series: JMLR Workshop and Conference Proceedings ; 9.
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Nguyen-Tuong D and Peters J (May-2010) Incremental Sparsification for Real-time Online Model Learning, Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010), International Machine Learning Society, Madison, WI, USA, 557-564, Series: JMLR Workshop and Conference Proceedings ; 9.
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Kober J, Mülling K, Krömer O, Lampert CH, Schölkopf B and Peters J (May-2010) Movement Templates for Learning of Hitting and Batting, 2010 IEEE International Conference on Robotics and Automation (ICRA 2010), IEEE, Piscataway, NJ, USA, 853-858.
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Alamgir M, Grosse-Wentrup M and Altun Y (May-2010) Multitask Learning for Brain-Computer Interfaces, Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010), International Machine Learning Society, Madison, WI, USA, 17-24, Series: JMLR Workshop and Conference Proceedings ; 9.
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Erkan AN and Altun Y (May-2010) Semi-supervised Learning via Generalized Maximum Entropy, Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010), International Machine Learning Society, Madison, WI, USA, 209-216, Series: JMLR Workshop and Conference Proceedings ; 9.
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Turner R, Deisenroth MP and Rasmussen CE (May-2010) State-Space Inference and Learning with Gaussian Processes, Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010), International Machine Learning Society, Madison, WI, USA, 868-875, Series: JMLR Workshop and Conference Proceedings ; 9.
Nguyen-Tuong D and Peters J (May-2010) Using Model Knowledge for Learning Inverse Dynamics, 2010 IEEE International Conference on Robotics and Automation (ICRA 2010), IEEE, Piscataway, NJ, USA, 2677-2682.
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Gretton A, Fukumizu K, Harchaoui Z and Sriperumbudur BK (April-2010) A Fast, Consistent Kernel Two-Sample Test In: Advances in Neural Information Processing Systems 22, , 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 673-681.
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Hirsch M, Schölkopf B and Habeck M (April-2010) A New Algorithm for Improving the Resolution of Cryo-EM Density Maps In: Research in Computational Molecular Biology, , 14th International Conference on Research in Computational Molecular Biology (RECOMB 2010), Springer, Berlin, Germany, 174-188, Series: Lecture Notes in Computer Science ; 6044.
Blaschko M, Shelton J and Bartels A (April-2010) Augmenting Feature-driven fMRI Analyses: Semi-supervised learning and resting state activity In: Advances in Neural Information Processing Systems 22, , 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 126-134.
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Cayton L (April-2010) Efficient Bregman Range Search In: Advances in Neural Information Processing Systems 22, , 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 243-251.
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Shervashidze N and Borgwardt KM (April-2010) Fast subtree kernels on graphs In: Advances in Neural Information Processing Systems 22, , 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 1660-1668.
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Sriperumbudur BK, Fukumizu K, Gretton A, Lanckriet GRG and Schölkopf B (April-2010) Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions In: Advances in Neural Information Processing Systems 22, , 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 1750-1758.
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Widmer C, Leiva J, Altun Y and Rätsch G (April-2010) Leveraging sequence classification by taxonomy-based multitask learning In: Research in Computational Molecular Biology, , 14th International Conference on Research in Computational Molecular Biology (RECOMB 2010), Springer, Berlin, Germany, 522-534, Series: Lecture Notes in Computer Science ; 6044.
Tillman RE, Gretton A and Spirtes P (April-2010) Nonlinear directed acyclic structure learning with weakly additive noise models In: Advances in Neural Information Processing Systems 22, , 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 1847-1855.
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Seldin Y and Tishby N (March-2010) PAC-Bayesian Bounds for Discrete Density Estimation and Co-clustering Analysis, Workshop "Foundations and New Trends of PAC Bayesian Learning", 1-2.
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Wanke J, Ulges A, Lampert CA and Breuel TM (March-2010) Topic models for semantics-preserving video compression, 2010 ACM SIGMM International Conference on Multimedia Information Retrieval (MIR 2010), ACM Press, New York, NY, USA, 275-283.
Peters J, Janzing D, Gretton A and Schölkopf B (2010) Kernel Methods for Detecting the Direction of Time Series In: Advances in Data Analysis, Data Handling and Business Intelligence, , 32nd Annual Conference of the Gesellschaft für Klassifikation e.V. (GfKl 2008), Springer, Berlin, Germany, 57-66, Series: Studies in Classification, Data Analysis, and Knowledge Organization.
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Contributions to books (7):

Walder C, Breidt M, Bülthoff HH, Schölkopf B and Curio C: Markerless tracking of dynamic 3D scans of faces, 255-276. In: Dynamic Faces: Insights from Experiments and Computation, (Ed) C. Curio, MIT Press, Cambridge, MA, USA, (December-2010).
Peters J and Bagnell JA: Policy Gradient Methods, 774-776. In: Encyclopedia of Machine Learning, (Ed) C. Sammut, Springer, Berlin, Germany, (December-2010).
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Charpiat G, Bezrukov I, Hofmann M, Altun Y and Schölkopf B: Machine Learning Methods for Automatic Image Colorization, 395-418. In: Computational Photography: Methods and Applications, (Ed) R. Lukac, CRC Press, Boca Raton, FL, USA, (October-2010).
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Sigaud O and Peters J: From Motor Learning to Interaction Learning in Robots, 1-12. In: From Motor Learning to Interaction Learning in Robots, (Ed) O. Sigaud, Springer, Berlin, Germany, (January-2010).
Kober J, Mohler B and Peters J: Imitation and Reinforcement Learning for Motor Primitives with Perceptual Coupling, 209-225. In: From Motor Learning to Interaction Learning in Robots, (Ed) O. Sigaud, Springer, Berlin, Germany, (January-2010).
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Detry R, Baseski E, Popovic M, Touati Y, Krüger N, Kroemer O, Peters J and Piater J: Learning Continuous Grasp Affordances by Sensorimotor Exploration, 451-465. In: From Motor Learning to Interaction Learning in Robots, (Ed) O. Sigaud, Springer, Berlin, Germany, (January-2010).
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Nguyen-Tuong D, Seeger M and Peters J: Real-Time Local GP Model Learning, 193-207. In: From Motor Learning to Interaction Learning in Robots, (Ed) O. Sigaud, Springer, Berlin, Germany, (January-2010).
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Technical reports (9):

Seeger M and Nickisch H: Fast Convergent Algorithms for Expectation Propagation Approximate Bayesian Inference, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (December-2010).
Seldin Y: A PAC-Bayesian Analysis of Graph Clustering and Pairwise Clustering, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (September-2010).
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Tandon R and Sra S: Sparse nonnegative matrix approximation: new formulations and algorithms, 193, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (September-2010).
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Jegelka S and Bilmes J: Cooperative Cuts for Image Segmentation, UWEETR-1020-0003, University of Washington, DC, USA, (August-2010).
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Last updated: Wednesday, 07.12.2011