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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2012

Conference papers (28):

Köhler R, Hirsch M, Mohler B, Schölkopf B and Harmeling S (October-2012) Recording and Playback of Camera Shake: Benchmarking Blind Deconvolution with a Real-World Database In: Computer Vision – ECCV 2012, , 12th European Conference on Computer Vision, Springer, Berlin, Germany, 27-40, Series: Lecture Notes in Computer Science ; 7578.
Widmer C, Kloft M, Görnitz N and Rätsch G (September-2012) Efficient Training of Graph-Regularized Multitask SVMs In: Machine Learning and Knowledge Discovery in Databases, , European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2012), Springer, Berlin, Germany, 633-647, Series: Lecture Notes in Computer Science ; 7523.
Peters J, Mülling K, Kober J, Nguyen-Tuong D and Krömer O (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 and Schölkopf B (July-2012) Influence Maximization in Continuous Time Diffusion Networks, 29th International Conference on Machine Learning (ICML 2012), International Machine Learning Society, Madison, WI, USA, 313-320.
Schölkopf B, Janzing D, Peters J, Sgouritsa E, Zhang K and Mooij J (July-2012) On causal and anticausal learning, 29th International Conference on Machine Learning (ICML 2012), International Machine Learning Society, Madison, WI, USA, 1255-1262.
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Hennig P and Kiefel M (July-2012) Quasi-Newton Methods: A New Direction, 29th International Conference on Machine Learning (ICML 2012), International Machine Learning Society, Madison, WI, USA, 25-32.
Gomez Rodriguez M and Schölkopf B (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, 489-496.
Zscheischler J, Mahecha MD and Harmeling S (June-2012) Climate classifications: the value of unsupervised clustering, International Conference on Computational Science (ICCS 2012), Elsevier, Amsterdam, Netherlands, Procedia Computer Science, 9, 897–906.
Burger HC, Schuler CJ and Harmeling S (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, Ugur E, Oztop E and Peters J (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 (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, Hennig P, Csató L and Peters J (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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Habeck M (April-2012) Evaluation of marginal likelihoods via the density of states, Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2012), International Machine Learning Society, Madison, WI, USA, 486-494, Series: JMLR Workshop and Conference Proceedings ; 22.
Seldin Y, 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, Workshop on On-line Trading of Exploration and Exploitation 2, International Machine Learning Society, Madison, WI, USA, 98-111, Series: JMLR Workshop and Conference Proceedings ; 26.
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Kroemer O and Peters J (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 and Rasmussen CA (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, Lippert C, Mooij J, Lawrence N and Borgwardt K (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 (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, Janzing D, Schölkopf B 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, Lin H and Bilmes J (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 (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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Seldin Y, Auer P, Laviolette F, Shawe-Taylor J and Ortner R (January-2012) PAC-Bayesian Analysis of Contextual Bandits In: Advances in Neural Information Processing Systems 24, , Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 1683-1691.
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Stegle O, Roth FP, Morris Q and Listgarten J (January-2012) Personalized medicine: from genotypes and molecular phenotypes towards computed therapy, Pacific Symposium on Biocomputing (PSB 2012), World Scientific, Singapore, 323-326.
Alamgir M and von Luxburg U (January-2012) Phase transition in the family of p-resistances In: Advances in Neural Information Processing Systems 24, , Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 379-387.
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Gehler P, Rother C, Kiefel M, Zhang L and Schölkopf B (January-2012) Recovering Intrinsic Images with a Global Sparsity Prior on Reflectance In: Advances in Neural Information Processing Systems 24, , Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011), Curran, Red Hook, NY, USA, 765-773.
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von Luxburg U, Williamson RC and Guyon I (2012) Clustering: Science or Art?, Unsupervised and Transfer Learning Workshop, held at ICML 2011, International Machine Learning Society, Madison, WI, USA, 65-80, Series: JMLR Workshop and Conference Proceedings ; 27.
Widmer C and Rätsch G (2012) Multitask Learning in Computational Biology, Unsupervised and Transfer Learning Workshop, held at ICML 2011, International Machine Learning Society, Madison, WI, USA, 207-216, Series: JMLR Workshop and Conference Proceedings ; 27.
Biessmann F, Murayama Y, Logothetis NK, Müller K-R and Meinecke FC (2012) Non-separable Spatiotemporal Brain Hemodynamics Contain Neural Information In: Machine Learning and Interpretation in Neuroimaging, , NIPS Workshop on Machine Learning and Interpretation in Neuroimaging (MLINI 2011), Springer, Berlin, Germany, 140-147, Series: Lecture Notes in Computer Science ; 7263.

Contributions to books (2):

Bruzzone L, Persello C and Demir B: Active Learning Methods in Classification of Remote Sensing Images, 303–324. In: Signal and Image Processing for Remote Sensing, (Ed) C.H. Chen, CRC Press, Hoboken, NJ, USA, (2012).
Sigaud O and Peters J: Robot Learning, 2869-2871. In: Encyclopedia of the Sciences of Learning, (Ed) N.M. Seel, Springer, Berlin, Germany, (2012).

Technical reports (1):

Grosse-Wentrup M and Schölkopf B: High Gamma-Power Predicts Performance in Brain-Computer Interfacing, 3, Max-Planck-Institut für Intelligente Systeme, Tübingen, (February-2012).
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Posters (8):

Besserve M, Bartels A, Murayama Y and Logothetis NK (October-15-2012): Centrality of the Mammalian Functional Brain Network, 42nd Annual Meeting of the Society for Neuroscience (Neuroscience 2012), New Orleans, LA, USA.
Theis LM, Arnstein D, Chagas AM, Schwarz C and Bethge M (September-14-2012): Beyond GLMs: a generative mixture modeling approach to neural system identification, Bernstein Conference 2012, München, Germany, Frontiers in Computational Neuroscience, Conference Abstract: Bernstein Conference 2012 165.
Gerhard HE, Wichmann FA and Bethge M (September-14-2012): How Sensitive Is the Human Visual System to the Local Statistics of Natural Images?, Bernstein Conference 2012, München, Germany, Frontiers in Computational Neuroscience, Conference Abstract: Bernstein Conference 2012 175.
Ecker AS, Berens P, Tolias AS and Bethge M (June-2012): The correlation structure induced by fluctuations in attention, AREADNE 2012: Research in Encoding and Decoding of Neural Ensembles, Santorini, Greece.
Loktyushin A, Nickisch H, Pohmann R and Schölkopf B (May-9-2012): Blind Retrospective Motion Correction of MR Images, 20th Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM 2012), Melbourne, Australia.
Besserve M, Panagiotaropoulos T, Crocker B, Kapoor V, Tolias A, Panzeri S and Logothetis NK (February-2012): Identifying endogenous rhythmic spatio-temporal patterns in micro-electrode array recordings, 9th Annual Computational and Systems Neuroscience Meeting (Cosyne 2012), Salt Lake City, UT, USA.
Gerhard H and Bethge M (February-2012): Perceptual relevance of neurally-inspired natural image models evaluated via contour discrimination, 9th Annual Computational and Systems Neuroscience Meeting (Cosyne 2012), Salt Lake City, UT, USA.
Ecker A, Berens P, Tolias A and Bethge M (February-2012): The correlation structure induced by fluctuations in attention, 9th Annual Computational and Systems Neuroscience Meeting (Cosyne 2012), Salt Lake City, UT, USA.

Talks (7):

Panagiotaropoulos T, Besserve M and Logothetis NK (October-15-2012) Abstract Talk: Beta oscillations propagate as traveling waves in the macaque prefrontal cortex, 42nd Annual Meeting of the Society for Neuroscience (Neuroscience 2012), New Orleans, LA, USA(413.03).
Rätsch G (July-11-2012) Invited Lecture: An Introduction to Kernel Methods for Classification, Regression and the Analysis of Structured Data, Machine Learning Summer School 2012, Santa Cruz, CA, USA.
Wichmann FA (June-2012) Invited Lecture: A neural population code model for human visual pattern detection, Osnabrück Computational Cognition Alliance Meeting on "The Brain as an Information Processing System" (OCCAM 2012), Osnabrück, Germany.
Wehrl HF, Lankes K, Hossain M, Bezrukov I, Liu C, Martirosian P, Reischl G, Schick F and Pichler BJ (May-11-2012) Abstract Talk: A new PET insert for simultaneous PET/MR small animal imaging, 20th Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM 2012), Melbourne, Australia(703).
Wehrl HF, Lankes K, Hossain M, Bezrukov I, Liu C, Martirosian P, Schick F and Pichler BJ (May-8-2012) Abstract Talk: Simultaneous small animal PET/MR in activated and resting state reveals multiple brain networks, 20th Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM 2012), Melbourne, Australia(333).
Hossain M, Wehrl HF, Lankes K, Liu C, Bezrukov I, Reischl G and Pichler BJ (April-2012): Evaluation of a new, large field of view, small animal PET/MR system, 50. Jahrestagung der Deutschen Gesellschaft fuer Nuklearmedizin (NuklearMedizin 2012), Bremen, Germany.
Sauter A, Schmidt H, Gueckel B, Brendle C, Bezrukov I, Mantlik F, Kolb A, Mueller M, Reimold M, Federmann B, Hetzel J, Claussen CD, Pfannenberg C, Horger M, Pichler BJ and Schwenzer N (February-2012) Abstract Talk: Multi-parametric Tumor Characterization and Therapy Monitoring using Simultaneous PET/MRI: initial results for Lung Cancer and GvHD, 2011 World Molecular Imaging Congress (WMIC 2011), San Diego, CA, USA, Molecular Imaging and Biology, 14(Supplement 1) S872.

2011

Books (2):

Sra S, Nowozin S and Wright SJ: Optimization for Machine Learning, 494, MIT Press, Cambridge, MA, USA, (December-2011). ISBN: 978-0-262-01646-9, Series: Neural information processing series
Lu HH-S, Schölkopf B and Zhao H: Handbook of Statistical Bioinformatics, 627, Springer, Berlin, Germany, (2011). ISBN: 978-3-642-16344-9, Series: Springer Handbooks of Computational Statistics

Proceedings (1):

Kakade SM and von Luxburg U: COLT 2011, 24th Annual Conference on Learning Theory, 834, MIT Press, Cambridge, MA, USA, (June-2011).
-, Series: JMLR Workshop and Conference Proceedings ; 19

Articles (42):

Peters J, Janzing D and Schölkopf B (December-2011) Causal Inference on Discrete Data using Additive Noise Models IEEE Transactions on Pattern Analysis and Machine Intelligence 33(12) 2436-2450.
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Last updated: Wednesday, 07.12.2011