Director of the Department

Prof. Dr. Bernhard Schölkopf
Prof. Dr. Bernhard Schölkopf

Secretary: Sabrina Rehbaum
Phone: +49 7071 601-551
Fax: +49 7071 601-552

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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Articles (47):

Steinke F, Hein M and Schölkopf B (September-2010) Nonparametric Regression between General Riemannian Manifolds SIAM Journal on Imaging Sciences 3(3) 527-563.
Zhang K and Chan L-W (August-2010) Convolutive blind source separation by efficient blind deconvolution and minimal filter distortion Neurocomputing 73(13-15) 2580-2588.
Boss A, Bisdas S, Kolb A, Hofmann M, Ernemann U, Claussen CD, Pfannenberg C, Pichler B, Reimold M and Stegger L (August-2010) Hybrid PET/MRI of Intracranial Masses: Initial Experiences and Comparison to PET/CT Journal of Nuclear Medicine 51(8) 1198-1205.
Mooij JM (August-2010) libDAI: A Free and Open Source C++ Library for Discrete Approximate Inference in Graphical Models Journal of Machine Learning Research 11 2169-2173.
Barbero Jimenez A and Grosse-Wentrup M (July-2010) Biased Feedback in Brain-Computer Interfaces Journal of NeuroEngineering and Rehabilitation 7(34) 1-4.
von Luxburg U (July-2010) Clustering stability: an overview Foundations and Trends in Machine Learning 2(3) 235-274.
Görür D and Rasmussen CE (July-2010) Dirichlet Process Gaussian Mixture Models: Choice of the Base Distribution Journal of Computer Science and Technology 25(4) 653-664.
Camps-Valls G, Mooij JM and Schölkopf B (July-2010) Remote Sensing Feature Selection by Kernel Dependence Estimation IEEE Geoscience and Remote Sensing Letters 7(3) 587-591.
Bridle S, Balan ST, Bethge M, Gentile M, Harmeling S, Heymans C, Hirsch M, Hosseini R, Jarvis M, Kirk D, Kitching T, Kuijken K, Lewis A, Paulin-Henriksson S, Schölkopf B, Velander M, Voigt L, Witherick D, Amara A, Bernstein G, Courbin F, Gill M, Heavens A, Mandelbaum R, Massey R, Moghaddam B, Rassat A, Refregier A, Rhodes J, Schrabback T, Shawe-Taylor J, Shmakova M, van Waerbeke L and Wittman D (July-2010) Results of the GREAT08 Challenge: An image analysis competition for cosmological lensing Monthly Notices of the Royal Astronomical Society 405(3) 2044-2061.
Mechelke M and Habeck M (July-2010) Robust probabilistic superposition and comparison of protein structures BMC Bioinformatics 11(363) 1-13.
Corfield D (July-2010) Varieties of Justification in Machine Learning Minds and Machines 20(2) 291-301.
Baehrens D, Schroeter T, Harmeling S, Kawanabe M, Hansen K and Müller K-R (June-2010) How to Explain Individual Classification Decisions Journal of Machine Learning Research 11 1803-1831.
Kober J and Peters J (June-2010) Imitation and Reinforcement Learning IEEE Robotics and Automation Magazine 17(2) 55-62.
Janzing D and Steudel B (June-2010) Justifying Additive Noise Model-Based Causal Discovery via Algorithmic Information Theory Open Systems and Information Dynamics 17(2) 189-212.
Kim KI and Kwon Y (June-2010) Single-Image Super-Resolution Using Sparse Regression and Natural Image Prior IEEE Transactions on Pattern Analysis and Machine Intelligence 32(6) 1127-1133.
Lázaro-Gredilla M, Quiñonero-Candela J, Rasmussen CE and Figueiras-Vidal AR (June-2010) Sparse Spectrum Gaussian Process Regression Journal of Machine Learning Research 11 1865-1881.
Tuytelaars T, Lampert CH, Blaschko MB and Buntine W (June-2010) Unsupervised Object Discovery: A Comparison International Journal of Computer Vision 88(2) 284-302.
Stegle O, Parts L, Durbin R and Winn JM (May-2010) A Bayesian Framework to Account for Complex Non-Genetic Factors in Gene Expression Levels Greatly Increases Power in eQTL Studies PLoS Computational Biology 6(5) 1-11.
Stegle O, Denby KJ, Cooke EJ, Wild DL, Ghahramani Z and Borgwardt KM (May-2010) A Robust Bayesian Two-Sample Test for Detecting Intervals of Differential Gene Expression in Microarray Time Series Journal of Computational Biology 17(3) 355-367.
Boss A, Kolb A, Hofmann M, Bisdas S, Nägele T, Ernemann U, Stegger L, Rossi C, Schlemmer H-P, Pfannenberg C, Reimold M, Claussen CD, Pichler B and Klose U (May-2010) Diffusion Tensor Imaging in a Human PET/MR Hybrid System Investigative Radiology 45(5) 270-274.
Hyvärinen A, Zhang K, Shimizu S and Hoyer P (May-2010) Estimation of a Structural Vector Autoregression Model Using Non-Gaussianity Journal of Machine Learning Research 11 1709-1731.
Sehnke F, Osendorfer C, Rückstiess T, Graves A, Peters J and Schmidhuber J (May-2010) Parameter-exploring policy gradients Neural Networks 21(4) 551-559.
Stegle O, Drewe P, Bohnert R, Borgwardt K and Rätsch G (May-2010) Statistical Tests for Detecting Differential RNA-Transcript Expression from Read Counts Nature Precedings 2010 1-11.
Biessmann F, Meinecke FC, Gretton A, Rauch A, Rainer G, Logothetis NK and Müller K-R (May-2010) Temporal Kernel CCA and its Application in Multimodal Neuronal Data Analysis Machine Learning 79(1-2) 5-27.
Martens SMM and Leiva JM (April-2010) A generative model approach for decoding in the visual event-related potential-based brain-computer interface speller Journal of Neural Engineering 7(2) 1-10.
Lippert C, Ghahramani Z and Borgwardt KM (April-2010) Gene function prediction from synthetic lethality networks via ranking on demand Bioinformatics 26(7) 912-918.
Vishwanathan SVN, Schraudolph NN, Kondor R and Borgwardt KM (April-2010) Graph Kernels Journal of Machine Learning Research 11 1201−1242.
Sriperumbudur BK, Gretton A, Fukumizu K, Schölkopf B and Lanckriet GRG (April-2010) Hilbert Space Embeddings and Metrics on Probability Measures Journal of Machine Learning Research 11 1517-1561.
Janzing D and Wocjan P (March-2010) A promiseBQP-complete string rewriting problem Quantum Information & Computation 10(3) 234-257.
Wong HM, Stegle O, Rodgers S and Huppert J (March-2010) A toolbox for predicting G-quadruplex formation and stability Journal of Nucleic Acids 2010(564946) 1-6.
Janzing D (March-2010) On the Entropy Production of Time Series with Unidirectional Linearity Journal of Statistical Physics 138(4-5) 767-779.
Morimura T, Uchibe E, Yoshimoto J, Peters J and Doya K (February-2010) Derivatives of Logarithmic Stationary Distributions for Policy Gradient Reinforcement Learning Neural Computation 22(2) 342-376.
Seeger M, Nickisch H, Pohmann R and Schölkopf B (January-2010) Optimization of k-Space Trajectories for Compressed Sensing by Bayesian Experimental Design Magnetic Resonance in Medicine 63(1) 116-126.

Conference papers (57):

Nickisch H, Rother C, Kohli P and Rhemann C (December-2010) Learning an interactive segmentation system, Seventh Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP 2010), ACM Press, New York, NY, USA, 274-281.
Mülling K, Kober J and Peters J (December-2010) Learning Table Tennis with a Mixture of Motor Primitives, 10th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2010), IEEE, Piscataway, NJ, USA, 411-416.
Alamgir M and von Luxburg U (December-2010) Multi-agent Random Walks for Local Clustering on Graphs, IEEE International Conference on Data Mining (ICDM 2010), IEEE, Piscataway, NJ, USA, 18-27.
Jegelka S and Bilmes J (December-2010) Online algorithms for submodular minimization with combinatorial constraints, NIPS 2010 Workshop on Discrete Optimization in Machine Learning: Structures, Algorithms and Applications (DISCML), 1-6.
Gomez Rodriguez M, Peters J, Hill J, Gharabaghi A, Schölkopf B and Grosse-Wentrup M (November-2010) Combining Real-Time Brain-Computer Interfacing and Robot Control for Stroke Rehabilitation, Brain-Computer Interface Workshop at SIMPAR 2010: 2nd International Conference on Simulation, Modeling, and Programming for Autonomous Robots, 59-63.
Mülling K, Kober J and Peters J (October-2010) A biomimetic approach to robot table tennis, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010), IEEE, Piscataway, NJ, USA, 1921-1926.
Gomez Rodriguez M, Peters J, Hill J, Schölkopf B, Gharabaghi A and Grosse-Wentrup M (October-2010) Closing the sensorimotor loop: Haptic feedback facilitates decoding of arm movement imagery, IEEE International Conference on Systems, Man and Cybernetics (SMC 2010), IEEE, Piscataway, NJ, USA, 121-126.
Widmer C, Toussaint NC, Altun Y and Rätsch G (October-2010) Inferring latent task structure for Multitask Learning by Multiple Kernel Learning, NIPS 2009 Workshop on Machine Learning in Computational Biology (MLCB 2009), BioMed Central, London, UK, BMC Bioinformatics, 11(Supplement 8), 1-8.
Erkan AN, Kroemer O, Detry R, Altun Y, Piater J and Peters J (October-2010) Learning Probabilistic Discriminative Models of Grasp Affordances under Limited Supervision, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010), IEEE, Piscataway, NJ, USA, 1586-1591.
Cayton L (September-2010) A Nearest Neighbor Data Structure for Graphics Hardware, First International Workshop on Accelerating Data Management Systems Using Modern Processor and Storage Architectures (ADMS 2010), 1-6.
Nickisch H and Rasmussen CE (September-2010) Gaussian Mixture Modeling with Gaussian Process Latent Variable Models In: Pattern Recognition, , 32nd Annual Symposium of the German Association for Pattern Recognition (DAGM 2010), Springer, Berlin, Germany, 271-282, Series: Lecture Notes in Computer Science ; 6376.
Leiva JM and Martens SMM (September-2010) MLSP Competition, 2010: Description of first place method, 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2010), IEEE, Piscataway, NJ, USA, 112-113.
Harmeling S, Sra S, Hirsch M and Schölkopf B (September-2010) Multiframe Blind Deconvolution, Super-Resolution, and Saturation Correction via Incremental EM, 17th International Conference on Image Processing (ICIP 2010), IEEE, Piscataway, NJ, USA, 3313-3316.
Widmer C, Toussaint NC, Altun Y, Kohlbacher O and Rätsch G (September-2010) Novel Machine Learning Methods for MHC Class I Binding Prediction In: Pattern Recognition in Bioinformatics, , 5th IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB 2010), Springer, Berlin, Germany, 98-109, Series: Lecture Notes in Computer Science ; 6282.
Erkan AN, Camps-Valls G and Altun Y (September-2010) Semi-supervised Remote Sensing Image Classification via Maximum Entropy, 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2010), IEEE, Piscataway, NJ, USA, 313-318.
Schwamberger V and Franz MO (September-2010) Simple algorithmic modifications for improving blind steganalysis performance, 12th ACM Workshop on Multimedia and Security (MM&Sec 2010), ACM Press, New York, NY, USA, 225-230.
Lampert CH and Kroemer O (September-2010) Weakly-Paired Maximum Covariance Analysis for Multimodal Dimensionality Reduction and Transfer Learning In: Computer Vision – ECCV 2010, , 11th European Conference on Computer Vision, Springer, Berlin, Germany, 566-579, Series: Lecture Notes in Computer Science ; 6312.
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Last updated: Wednesday, 07.12.2011