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

References per page: Year: Medium:

Show abstracts


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.
Becker C, Hagmann J, Müller J, Koenig D, Stegle O, Borgwardt K and Weigel D (December-2011) Spontaneous epigenetic variation in the Arabidopsis thaliana methylome Nature 480(7376) 245-249.
Kalev I and Habeck M (November-2011) HHfrag: HMM-based fragment detection using HHpred Bioinformatics 27(22) 3110-3116.
Hachiya H, Peters J and Sugiyama M (November-2011) Reward-Weighted Regression with Sample Reuse for Direct Policy Search in Reinforcement Learning Neural Computation 23(11) 2798-2832.
Mülling K, Kober J and Peters J (October-2011) A biomimetic approach to robot table tennis Adaptive Behavior 19(5) 359-376.
Dinuzzo F (October-2011) Analysis of Fixed-Point and Coordinate Descent Algorithms for Regularized Kernel Methods IEEE Transactions on Neural Networks 22(10) 1576-1587.
Ecker AS, Berens P, Tolias AS and Bethge M (October-2011) The effect of noise correlations in populations of diversely tuned neurons Journal of Neuroscience 31(40) 14272-14283.
Allahverdyan AE, Hovhannisyan KV, Janzing D and Mahler G (October-2011) Thermodynamic limits of dynamic cooling Physical Review E 84(4) 16 pages.
Cao J, Schneeberger K, Ossowski S, Günther T, Bender S, Fitz J, Koenig D, Lanz C, Stegle O, Lippert C, Wang X, Ott F, Müller J, Alonso-Blanco C, Borgwardt K, Schmid KJ and Weigel D (October-2011) Whole-genome sequencing of multiple Arabidopsis thaliana populations Nature Genetics 43(10) 956–963.
Kitching T, Amara A, Gill M, Harmeling S, Heymans C, Massey R, Rowe B, Schrabback T, Voigt L, Balan S, Bernstein G, Bethge M, Bridle S, Courbin F, Gentile M, Heavens A, Hirsch M, Hosseini R, Kiessling A, Kirk D, Kuijken K, Mandelbaum R, Moghaddam B, Nurbaeva G, Paulin-Henriksson S, Rassat A, Rhodes J, Schölkopf B, Shawe-Taylor J, Shmakova M, Taylor A, Velander M, van Waerbeke L, Witherick D and Wittman D (September-2011) Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook Annals of Applied Statistics 5(3) 2231-2263.
Hofmann M, Bezrukov I, Mantlik F, Aschoff P, Steinke F, Beyer T, Pichler BJ and Schölkopf B (September-2011) MRI-Based Attenuation Correction for Whole-Body PET/MRI: Quantitative Evaluation of Segmentation- and Atlas-Based Methods Journal of Nuclear Medicine 52(9) 1392-1399.
Gan XC, Stegle O, Behr J, Steffen JG, Drewe P, Hildebrand KL, Lyngsoe R, Schultheiss SJ, Osborne EJ, Sreedharan VT, Kahles A, Bohnert R, Jean G, Derwent P, Kersey P, Belfield EJ, Harberd NP, Kemen E, Toomajian C, Kover PX, Clark RM, Rätsch G and Mott R (September-2011) Multiple reference genomes and transcriptomes for Arabidopsis thaliana Nature 477(7365) 419–423.
Shervashidze N, Schweitzer P, van Leeuwen EJ, Mehlhorn K and Borgwardt M (September-2011) Weisfeiler-Lehman Graph Kernels Journal of Machine Learning Research 12 2539−2561.
Grosse-Wentrup M (September-2011) What are the Causes of Performance Variation in Brain-Computer Interfacing? International Journal of Bioelectromagnetism 13(3) 115-116.
Devlaminck D, Wyns B, Grosse-Wentrup M, 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, Shelton JA, Bartels A, Lampert CH and Gretton A (August-2011) Semi-supervised kernel canonical correlation analysis with application to human fMRI Pattern Recognition Letters 32(11) 1572-1583.
Schölkopf B (July-2011) Empirical Inference International Journal of Materials Research 2011(7) 809-814.
Hirsch M, Harmeling S, Sra S and Schölkopf B (July-2011) Online Multi-frame Blind Deconvolution with Super-resolution and Saturation Correction Astronomy & Astrophysics 531(A9) 11 pages.
Kober J and Peters J (July-2011) Policy Search for Motor Primitives in Robotics Machine Learning 84(1-2) 171-203.
Langovoy M (June-2011) Algebraic polynomials and moments of stochastic integrals Statistics & Probability Letters 81(6) 627-631.
Gomez Rodriguez M, Peters J, Hill J, Schölkopf B, Gharabaghi A and Grosse-Wentrup M (June-2011) Closing the sensorimotor loop: haptic feedback facilitates decoding of motor imagery Journal of Neural Engineering 8(3) 1-12.
Harmeling S and Williams CK (June-2011) Greedy Learning of Binary Latent Trees IEEE Transactions on Pattern Analysis and Machine Intelligence 33(6) 1087-1097.
Kroemer O, Lampert CH and Peters J (June-2011) Learning Dynamic Tactile Sensing with Robust Vision-based Training IEEE Transactions on Robotics 27(3) 545-557.
Grosse-Wentrup M, Schölkopf B and Hill J (May-2011) Causal Influence of Gamma Oscillations on the Sensorimotor Rhythm NeuroImage 56(2) 837-842.
Nguyen-Tuong D and Peters J (May-2011) Incremental online sparsification for model learning in real-time robot control Neurocomputing 74(11) 1859-1867.
Mantlik F, Hofmann M, Werner MK, Sauter A, Kupferschläger J, Schölkopf B, 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, Bensch M, Martens S, Halder S, Nijboer F, Schölkopf B, 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, 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, Borgwardt K, Lewis CM, Erhardt-Lehmann A, Hemmer B, Rieckmann P, Daake M, Weber F, Wolf C, Ziegler A, Pütz B, Holsboer F, Schölkopf B 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.
Nguyen-Tuong D and Peters J (April-2011) Model learning for robot control: a survey Cognitive Processing 12(4) 319-340.
Grosse-Wentrup M, 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, Schölkopf B and Habeck M (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 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 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 and Nickisch H (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, Peters J, Krüger N and Piater J (March-2011) Learning grasp affordance densities Paladyn: Journal of Behavioral Robotics 2(1) 1-17.
Habeck M (March-2011) Statistical mechanics analysis of sparse data Journal of Structural Biology 173(3) 541-548.
Besserve M 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, Jodogne S, Detry R, Kraft D, Krüger N, Kroemer O and Peters J (February-2011) Learning Visual Representations for Perception-Action Systems International Journal of Robotics Research 30(3) 294-307.
Georgii E, Tsuda K and Schölkopf B (February-2011) Multi-way set enumeration in weight tensors Machine Learning 82(2) 123-155.
Martens SMM, Mooij JM, Hill NJ, Farquhar J and Schölkopf B (January-2011) A graphical model framework for decoding in the visual ERP-based BCI speller Neural Computation 23(1) 160-182.
Saigo H, Altmann A, Bogojeska J, Müller F, Nowozin S and Lengauer T (January-2011) Learning from Past Treatments and Their Outcome Improves Prediction of In Vivo Response to Anti-HIV Therapy Statistical Applications in Genetics and Molecular Biology 10(1:6) 1-33.

Conference papers (63):

Balduzzi D (December-2011) Information, learning and falsification, NIPS 2011 Philosophy and Machine Learning Workshop, 1-4.
Del Favero S, Varagnolo D, Dinuzzo F, 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.
Langovoy M and Sra S (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.
Zhang K and Hyvärinen A (November-2011) A general linear non-Gaussian state-space model: Identifiability, identification, and applications, 3rd Asian Conference on Machine Learning (ACML 2011), MIT Press, Cambridge, MA, USA, 113-128, Series: JMLR Workshop and Conference Proceedings ; 20.
Hirsch M, Schuler CJ, Harmeling S and Schölkopf B (November-2011) Fast removal of non-uniform camera shake, 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 463-470.
Dinuzzo F and Fukumizu K (November-2011) Learning low-rank output kernels, 3rd Asian Conference on Machine Learning (ACML 2011), JMLR, Cambridge, MA, USA, 181-196, Series: JMLR Workshop and Conference Proceedings ; 20.
Schuler CJ, Hirsch M, Harmeling S and Schölkopf B (November-2011) Non-stationary correction of optical aberrations, 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 659-666.
Karimi S, Martinez D, Ghodke S, Cavedon L, Suominen H and Zhang L (November-2011) Search for Medical Records: NICTA at TREC 2011 Medical Track, Twentieth Text Retrieval Conference (TREC 2011), 1-7.
1, 2, 3, 4, 5, 6, ... , 27

Export as:
BibTeX, XML, Pubman, Edoc, RTF
Last updated: Wednesday, 07.12.2011