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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

Articles (1):

Küffner R , Zach N , Norel R , Hawe J , Schoenfeld D , Wang L , Li G , Fang L , Mackey L , Hardiman O , Cudkowicz M , Sherman A , Ertaylan G , Grosse-Wentrup M Person, Hothorn T , van Ligtenberg J , Macke JH Person, Meyer T , Schölkopf B Person, Tran L , Vaughan R , Stolovitzky G and Leitner ML (January-2015) Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression Nature Biotechnology 33(1) 51-57.

Contributions to books (1):

Charpiat G Person, Hofmann M Person and Schölkopf B Person: Kernel Methods in Medical Imaging, 1-18. In: Handbook of Biomedical Imaging, (Ed) N. Paragios, Springer, Berlin, Germany, (December-2015). in press

2014

Articles (5):

Kümmerer M Person, Theis L Person and Bethge M Person (November-2014) Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNet - . submitted
Muelling K Person, Boularias A Person, Mohler B Person, Schölkopf B Person and Peters J Person (October-2014) Learning strategies in table tennis using inverse reinforcement learning Biological Cybernetics 108(5) 603-619.
Froudarakis E , Berens P Person, Ecker AS Person, Cotton RJ , Sinz FH Person, Yatsenko D , Saggau P , Bethge M Person and Tolias AS Person (June-2014) Population code in mouse V1 facilitates readout of natural scenes through increased sparseness Nature Neuroscience 17(6) 851–857.
Loktyushin A Person, Nickisch H Person, Pohmann R Person and Schölkopf B Person (April-2014) Blind multirigid retrospective motion correction of MR images Magnetic Resonance in Medicine Epub ahead.
Ecker AS Person, Berens P Person, Cotton RJ , Subramaniyan M , Denfield GH , Cadwell CR , Smirnakis SM , Bethge M Person and Tolias AS Person (April-2014) State Dependence of Noise Correlations in Macaque Primary Visual Cortex Neuron 82(1) 235–248.

Conference papers (1):

Peters J Person, Mülling K Person and Kober J Person (2014) Experiments with Motor Primitives to learn Table Tennis In: Experimental Robotics, 12th International Symposium on Experimental Robotics (ISER 2010), Springer, Berlin, Germany, 347-359.

Posters (1):

Schütt H , Harmeling S Person, Macke J Person and Wichmann F Person (August-27-2014): Pain-free bayesian inference for psychometric functions, 37th European Conference on Visual Perception (ECVP 2014), Beograd, Serbia, Perception, 43(ECVP Abstract Supplement) 162.

Talks (1):

Besserve M Person, Schölkopf B Person and Logothetis NK Person (November-15-2014) Abstract Talk: Unsupervised identification of neural events in local field potentials, 44th Annual Meeting of the Society for Neuroscience (Neuroscience 2014), Washington, DC, USA 2.12.

2013

Articles (9):

Loktyuschin A , Nickisch H Person, Pohmann R Person and Schölkopf B Person (December-2013) Blind Retrospective Motion Correction of MR Images Magnetic Resonance in Medicine 70(6) 1608–1618.
Chagas AM , Theis L Person, Sengupta B Person, Stüttgen MC , Bethge M Person and Schwarz C (December-2013) Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents Frontiers in Neural Circuits 7(190) 1-17.
Theis L Person, Chagas AM , Arnstein D Person, Schwarz C and Bethge M Person (November-2013) Beyond GLMs: A Generative Mixture Modeling Approach to Neural System Identification PLoS Computational Biology 9(11) 1-9.
Soekadar SR , Born J , Birbaumer N , Bensch M , Halder S , Murguialday AR , Gharabaghi A , Nijboer F , Schölkopf B Person and Martens S Person (September-2013) Fragmentation of slow wave sleep after onset of complete locked-in state Journal of Clinical Sleep Medicine 9(9) 951-953.
Cherian A Person, Sra S Person, Banerjee A and Papanikolopoulos N (September-2013) Jensen-Bregman LogDet Divergence with Application to Efficient Similarity Search for Covariance Matrices IEEE Transactions on Pattern Analysis and Machine Intelligence 35(9) 2161-2174.
Hennig P Person and Kiefel M Person (March-2013) Quasi-Newton Methods: A New Direction Journal of Machine Learning Research 14 843−865.
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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Conference papers (3):

Besserve M Person, Logothetis NK Person and Schölkopf B Person (December-2013) Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators In: Advances in Neural Information Processing Systems 26, Twenty-Seventh Annual Conference on Neural Information Processing Systems (NIPS 2013), Curran, Red Hook, NY, USA, 2535-2543.
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Wang Z Person, Deisenroth MP Person, Ben Amor H , Vogt D , Schölkopf B Person and Peters J Person (July-2013) Probabilistic Modeling of Human Movements for Intention Inference In: Robotics: Science and Systems VIII, 2012 Robotics: Science and Systems Conference, MIT Press, Cambridge, MA, USA, 433-440.
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Balduzzi D Person and Besserve M Person (April-2013) 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), Curran, Red Hook, NY, USA, 2465-2473.
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Posters (6):

Eschenko O Person, Besserve M Person, Murayama Y Person, Evrard H Person, Beyerlein M Person, Oeltermann A Person and Logothetis NK Person (November-13-2013): BOLD responses associated with hippocampal ripples in the rat brain, 43rd Annual Meeting of the Society for Neuroscience (Neuroscience 2013), San Diego, CA, USA.
Safavi S Person, Panagiotaropoulos T Person, Kapoor V Person, Logothetis NK Person and Besserve M Person (November-12-2013): Coupling between spiking activity and beta band spatio-temporal patterns in the macaque PFC, 43rd Annual Meeting of the Society for Neuroscience (Neuroscience 2013), San Diego, CA, USA.
Safavi S Person, Panagiotaropoulos T Person, Kapoor V Person, Logothetis NK Person and Besserve M Person (September-2013): Analyzing locking of spikes to spatio-temporal patterns in the macaque prefrontal cortex, Bernstein Conference 2013, Tübingen, Germany.
Gatys L , Ecker A Person, Tchumatchenko T and Bethge M Person (September-2013): Information Coding in the Variance of Neural Activity, Bernstein Conference 2013, Tübingen, Germany.
Farzami T , Theis L and Bethge M Person (September-2013): Neural Adaptation as Bayesian Inference, Bernstein Conference 2013, Tübingen, Germany.
Baden T , Berens P Person, Franke K , Rezac M and Bethge M Person (September-2013): What the mouse eye tells the mouse brain: Recording the entire visual representation along the vertical pathway in the retina, Bernstein Conference 2013, Tübingen, Germany.

Talks (2):

Loktyushin A Person, Nickisch H Person, Pohmann R Person and Schölkopf B Person (October-4-2013) Abstract Talk: Multi-rigid motion correction of MR images, 30th Annual Scientific Meeting ESMRMB 2013, Toulouse, France, Magnetic Resonance Materials in Physics, Biology and Medicine, 26(Supplement 1) 176.
Logothetis NK Person, Eschenko O Person, Murayama Y Person, Augath M Person, Steudel T Person, Evrard HC Person, Besserve M Person and Oeltermann A Person (July-2013) Keynote Lecture: Studying large-scale brain networks: electrical stimulation and neural-event-triggered fMRI, Twenty-Second Annual Computational Neuroscience Meeting (CNS*2013), Paris, France, BMC Neuroscience, 14(Supplement 1) A1.

2012

Articles (17):

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.
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) 1-8.
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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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) 1-37.

Conference papers (25):

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, 313-320.
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, 1255-1262.
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Last updated: Wednesday, 07.12.2011