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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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Show abstracts

2011

Articles (43):

Devlaminck D , Wyns B , Grosse-Wentrup M Person, Otte G and Santens P (August-2011) Multi-subject learning for common spatial patterns in motor-imagery BCI Computational Intelligence and Neuroscience 2011(217987) 1-9.
Blaschko MB Person, Shelton JA Person, Bartels A Person, Lampert CH Person and Gretton A Person (August-2011) Semi-supervised kernel canonical correlation analysis with application to human fMRI Pattern Recognition Letters 32(11) 1572-1583.
Li L Person, Rakitsch B Person and Borgwardt K Person (July-2011) ccSVM: correcting Support Vector Machines for confounding factors in biological data classification Bioinformatics 27(13: ISMB/ECCB 2011) i342-i348.
Schölkopf B Person (July-2011) Empirical Inference International Journal of Materials Research 2011(7) 809-814.
Kam-Thong T , Pütz B , Karbalai N , Müller−Myhsok B and Borgwardt K Person (July-2011) Epistasis detection on quantitative phenotypes by exhaustive enumeration using GPUs Bioinformatics 27(13: ISMB/ECCB 2011) i214-i221.
Hirsch M Person, Harmeling S Person, Sra S Person and Schölkopf B Person (July-2011) Online Multi-frame Blind Deconvolution with Super-resolution and Saturation Correction Astronomy & Astrophysics 531(A9) 11 pages.
Kober J Person and Peters J Person (July-2011) Policy Search for Motor Primitives in Robotics Machine Learning 84(1-2) 171-203.
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Langovoy M Person (June-2011) Algebraic polynomials and moments of stochastic integrals Statistics & Probability Letters 81(6) 627-631.
Gomez Rodriguez M Person, Peters J Person, Hill J Person, Schölkopf B Person, Gharabaghi A and Grosse-Wentrup M Person (June-2011) Closing the sensorimotor loop: haptic feedback facilitates decoding of motor imagery Journal of Neural Engineering 8(3) 1-12.
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Harmeling S Person and Williams CK (June-2011) Greedy Learning of Binary Latent Trees IEEE Transactions on Pattern Analysis and Machine Intelligence 33(6) 1087-1097.
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Kroemer O Person, Lampert CH Person and Peters J Person (June-2011) Learning Dynamic Tactile Sensing with Robust Vision-based Training IEEE Transactions on Robotics 27(3) 545-557.
Grosse-Wentrup M Person, Schölkopf B Person and Hill J Person (May-2011) Causal Influence of Gamma Oscillations on the Sensorimotor Rhythm NeuroImage 56(2) 837-842.
Nguyen-Tuong D Person and Peters J Person (May-2011) Incremental online sparsification for model learning in real-time robot control Neurocomputing 74(11) 1859-1867.
Mantlik F Person, Hofmann M Person, Werner MK , Sauter A , Kupferschläger J , Schölkopf B Person, Pichler BJ and Beyer T (May-2011) The effect of patient positioning aids on PET quantification in PET/MR imaging European Journal of Nuclear Medicine and Molecular Imaging 38(5) 920-929.
Ramos Murguialday A , Hill J Person, Bensch M , Martens S Person, Halder S Person, Nijboer F , Schölkopf B Person, Birbaumer N and Gharabaghi A (May-2011) Transition from the locked in to the completely locked-in state: A physiological analysis Clinical Neurophysiology 122(5) 925-933.
Krusienski DJ , Grosse-Wentrup M Person, Galan F , Coyle D , Miller KJ , Forney E and Anderson CW (April-2011) Critical issues in state-of-the-art brain–computer interface signal processing Journal of Neural Engineering 8(2) 1-8.
Kam-Thong T , Czamara D , Tsuda K Person, Borgwardt K Person, Lewis CM , Erhardt-Lehmann A , Hemmer B , Rieckmann P , Daake M , Weber F , Wolf C , Ziegler A , Pütz B , Holsboer F , Schölkopf B Person and Müller-Myhsok B (April-2011) EPIBLASTER-fast exhaustive two-locus epistasis detection strategy using graphical processing units European Journal of Human Genetics 19(4) 465-471.
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Nguyen-Tuong D Person and Peters J Person (April-2011) Model learning for robot control: a survey Cognitive Processing 12(4) 319-340.
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Grosse-Wentrup M Person, Mattia D and Oweiss K (April-2011) Using brain–computer interfaces to induce neural plasticity and restore function Journal of Neural Engineering 8(2) 1-5.
Hirsch M Person, Schölkopf B Person and Habeck M Person (March-2011) A Blind Deconvolution Approach for Improving the Resolution of Cryo-EM Density Maps Journal of Computational Biology 18(3) 335-346.
Habeck M Person and Nilges M (March-2011) Combining computational modeling with sparse and low-resolution data Journal of Structural Biology 173(3) 419.
Chavez M , Besserve M Person and Le Van Quyen M (March-2011) Dynamics of excitable neural networks with heterogeneous connectivity Progress in Biophysics and Molecular Biology 105(1-2) 29-33.
Seeger M Person and Nickisch H Person (March-2011) Large Scale Bayesian Inference and Experimental Design for Sparse Linear Models SIAM Journal on Imaging Sciences 4(1) 166-199.
Detry R , Kraft D , Kroemer O Person, Peters J Person, Krüger N and Piater J Person (March-2011) Learning grasp affordance densities Paladyn: Journal of Behavioral Robotics 2(1) 1-17.
Habeck M Person (March-2011) Statistical mechanics analysis of sparse data Journal of Structural Biology 173(3) 541-548.
Besserve M Person and Martinerie J (February-2011) Extraction of functional information from ongoing brain electrical activity: Extraction en temps-réel d'informations fonctionnelles à partir de l'activité électrique cérébrale IRBM 32(1) 27-34.
Piater J Person, Jodogne S , Detry R , Kraft D , Krüger N , Kroemer O Person and Peters J Person (February-2011) Learning Visual Representations for Perception-Action Systems International Journal of Robotics Research 30(3) 294-307.
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Georgii E Person, Tsuda K Person and Schölkopf B Person (February-2011) Multi-way set enumeration in weight tensors Machine Learning 82(2) 123-155.
Martens SMM Person, Mooij JM Person, Hill NJ Person, Farquhar J Person and Schölkopf B Person (January-2011) A graphical model framework for decoding in the visual ERP-based BCI speller Neural Computation 23(1) 160-182.

Conference papers (58):

Balduzzi D Person (December-2011) Falsification and future performance Solomonoff 85th Memorial Conference, Springer, Berlin, Germany, 1-13.
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Balduzzi D Person (December-2011) Information, learning and falsification NIPS 2011 Philosophy and Machine Learning Workshop, 1-4.
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Del Favero S , Varagnolo D , Dinuzzo F Person, Schenato L and Pillonetto G (December-2011) On the discardability of data in Support Vector Classification problems 50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC 2011), IEEE, Piscataway, NJ, USA, 3210-3215.
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Langovoy M Person and Sra S Person (December-2011) Statistical estimation for optimization problems on graphs NIPS Workshop on Discrete Optimization in Machine Learning (DISCML) 2011: Uncertainty, Generalization and Feedback, 1-6.
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Zhang K Person and Hyvärinen A (November-2011) A general linear non-Gaussian state-space model: Identifiability, identification, and applications In: JMLR Workshop and Conference Proceedings Volume 20, 3rd Asian Conference on Machine Learning (ACML 2011), MIT Press, Cambridge, MA, USA, 113-128.
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Hirsch M Person, Schuler CJ Person, Harmeling S Person and Schölkopf B Person (November-2011) Fast removal of non-uniform camera shake 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 463-470.
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Dinuzzo F Person and Fukumizu K Person (November-2011) Learning low-rank output kernels In: JMLR Workshop and Conference Proceedings Volume 20, 3rd Asian Conference on Machine Learning (ACML 2011), JMLR, Cambridge, MA, USA, 181-196.
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Schuler CJ Person, Hirsch M Person, Harmeling S Person and Schölkopf B Person (November-2011) Non-stationary correction of optical aberrations 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 659-666.
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Wagenknecht G , Rota Kops E , Mantlik F Person, Fried E , Pilz T , Hautzel H , Tellmann L , Pichler BJ and Herzog H (October-2011) Attenuation correction in MR-BrainPET with segmented T1-weighted MR images of the patient's head: A comparative study with CT IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC 2011), IEEE, Piscataway, NJ, USA, 2261-2266.
Loktyushin A Person and Harmeling S Person (September-2011) Automatic foreground-background refocusing 18th IEEE International Conference on Image Processing (ICIP 2011), IEEE, Piscataway, NJ, USA, 3445-3448.
Joubert P Person, Nickell S , Beck F , Habeck M Person, Hirsch M Person and Schölkopf B Person (September-2011) Automatic particle picking using diffusion filtering and random forest classification International Workshop on Microscopic Image Analysis with Application in Biology (MIAAB 2011), 1-6.
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Balduzzi D Person (September-2011) Estimating integrated information with TMS pulses during wakefulness, sleep and under anesthesia 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC 2011), IEEE, Piscataway, NJ, USA, 4717-4720.
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Burger HC Person and Harmeling S Person (September-2011) Improving Denoising Algorithms via a Multi-scale Meta-procedure In: Pattern Recognition, 33rd DAGM Symposium, Springer, Berlin, Germany, 206-215.
Wang Z Person, Lampert CH Person, Mülling K Person, Schölkopf B Person and Peters J Person (September-2011) Learning anticipation policies for robot table tennis IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), IEEE, Piscataway, NJ, USA, 332-337.
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Kober J Person and Peters J Person (September-2011) Learning elementary movements jointly with a higher level task IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), IEEE, Piscataway, NJ, USA, 338-343.
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Bocsi B Person, Nguyen-Tuong D Person, Csato L Person, Schölkopf B Person and Peters J Person (September-2011) Learning inverse kinematics with structured prediction IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), IEEE, Piscataway, NJ, USA, 698-703.
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Boularias A Person, Kroemer O Person and Peters J Person (September-2011) Learning robot grasping from 3-D images with Markov Random Fields IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), IEEE, Piscataway, NJ, USA, 1548-1553.
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Nguyen-Tuong D Person and Peters J Person (September-2011) Learning task-space tracking control with kernels IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), IEEE, Piscataway, NJ, USA, 704-709.
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Grosse-Wentrup M Person (September-2011) Neurofeedback of Fronto-Parietal Gamma-Oscillations 5th International Brain-Computer Interface Conference (BCI 2011), Verlag der Technischen Universität Graz, Graz, Austria, 172-175.
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Kober J Person, Oztop E and Peters J Person (September-2011) Reinforcement Learning to adjust Robot Movements to New Situations In: Robotics: Science and Systems VI, 2010 Robotics: Science and Systems Conference (RSS 2010), MIT Press, Cambridge, MA, USA, 33-40.
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Saab J Person, Battes B Person and Grosse-Wentrup M Person (September-2011) Simultaneous EEG Recordings with Dry and Wet Electrodes in Motor-Imagery 5th International Brain-Computer Interface Conference (BCI 2011), Verlag der Technischen Universität Graz, Graz, Austria, 312-315.
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Last updated: Wednesday, 07.12.2011