DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation


Research Groups

Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group


Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

Career

Award


Empirical Inference Conference Paper Discriminative Subsequence Mining for Action Classification Nowozin, S., BakIr, G., Tsuda, K. In Proceedings of the 11th IEEE International Conference on Computer Vision (ICCV 2007), ICCV 2007, :1919-1923, IEEE Computer Society, Los Alamitos, CA, USA, 11th IEEE International Conference on Computer Vision, October 2007 () PDF Web DOI BibTeX

Empirical Inference Talk Hilbert Space Representations of Probability Distributions Gretton, A. 2nd Workshop on Machine Learning and Optimization at the ISM, October 2007 () PDF Web BibTeX

Empirical Inference Talk Regression with Intervals Kashima, H., Yamazaki, K., Saigo, H., Inokuchi, A. International Workshop on Data-Mining and Statistical Science (DMSS2007), October 2007, JSAI Incentive Award. Talk was given by Hisashi Kashima. () Web BibTeX

Empirical Inference Article Some observations on the masking effects of Mach bands Curnow, T., Cowie, D., Henning, G., Hill, N. Journal of the Optical Society of America A, 24(10):3233-3241, October 2007 () PDF Web DOI BibTeX

Empirical Inference Article The Need for Open Source Software in Machine Learning Sonnenburg, S., Braun, M., Ong, C., Bengio, S., Bottou, L., Holmes, G., LeCun, Y., Müller, K., Pereira, F., Rasmussen, C., et al. Journal of Machine Learning Research, 8:2443-2466, October 2007 () PDF Web BibTeX

Empirical Inference Conference Paper A Kernel Method for the Two-Sample-Problem Gretton, A., Borgwardt, K., Rasch, M., Schölkopf, B., Smola, A. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :513-520, (Editors: B Schölkopf and J Platt and T Hofmann), MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper A Local Learning Approach for Clustering Wu, M., Schölkopf, B. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :1529-1536, (Editors: B Schölkopf and J Platt and T Hofmann), MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper A Nonparametric Approach to Bottom-Up Visual Saliency Kienzle, W., Wichmann, F., Schölkopf, B., Franz, M. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :689-696, (Editors: B Schölkopf and J Platt and T Hofmann), MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Proceedings Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference Schölkopf, B., Platt, J., Hofmann, T. Proceedings of the Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), :1690, MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () Web BibTeX

Empirical Inference Conference Paper An Efficient Method for Gradient-Based Adaptation of Hyperparameters in SVM Models Keerthi, S., Sindhwani, V., Chapelle, O. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :673-680, (Editors: Schölkopf, B. , J. Platt, T. Hofmann), MIT Press, Cambridge, MA, USA, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Book Chapter Approximation Methods for Gaussian Process Regression Quiñonero-Candela, J., Rasmussen, C., Williams, C. In Large-Scale Kernel Machines, :203-223, Neural Information Processing, (Editors: Bottou, L. , O. Chapelle, D. DeCoste, J. Weston), MIT Press, Cambridge, MA, USA, September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Bayesian Inference for Sparse Generalized Linear Models Seeger, M., Gerwinn, S., Bethge, M. In Machine Learning: ECML 2007, ECML 2007, :298-309, Lecture Notes in Computer Science ; 4701, (Editors: Kok, J. N., J. Koronacki, R. Lopez de Mantaras, S. Matwin, D. Mladenic, A. Skowron), Springer, Berlin, Germany, 18th European Conference on Machine Learning, September 2007 () PDF DOI BibTeX

Empirical Inference Talk Bayesian methods for NMR structure determination Habeck, M. 29th Annual Discussion Meeting: Magnetic Resonance in Biophysical Chemistry, September 2007 () Web BibTeX

Empirical Inference Book Chapter Brain-Computer Interfaces for Communication in Paralysis: A Clinical Experimental Approach Hinterberger, T., Nijboer, F., Kübler, A., Matuz, T., Furdea, A., Mochty, U., Jordan, M., Lal, T., Hill, J., Mellinger, J., et al. In Toward Brain-Computer Interfacing, :43-64, Neural Information Processing, (Editors: G. Dornhege and J del R Millán and T Hinterberger and DJ McFarland and K-R Müller), MIT Press, Cambridge, MA, USA, September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Branch and Bound for Semi-Supervised Support Vector Machines Chapelle, O., Sindhwani, V., Keerthi, S. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :217-224, (Editors: Schölkopf, B. , J. Platt, T. Hofmann), MIT Press, Cambridge, MA, USA, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Book Chapter Brisk Kernel ICA Jegelka, S., Gretton, A. In Large Scale Kernel Machines, :225-250, Neural Information Processing, (Editors: Bottou, L. , O. Chapelle, D. DeCoste, J. Weston), MIT Press, Cambridge, MA, USA, September 2007 () PDF Web BibTeX

Empirical Inference Book Chapter Classifying Event-Related Desynchronization in EEG, ECoG and MEG signals Hill, N., Lal, T., Tangermann, M., Hinterberger, T., Widman, G., Elger, C., Schölkopf, B., Birbaumer, N. In Toward Brain-Computer Interfacing, :235-260, Neural Information Processing, (Editors: G Dornhege and J del R Millán and T Hinterberger and DJ McFarland and K-R Müller), MIT Press, Cambridge, MA, USA, September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Correcting Sample Selection Bias by Unlabeled Data Huang, J., Smola, A., Gretton, A., Borgwardt, K., Schölkopf, B. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :601-608, (Editors: B Schölkopf and J Platt and T Hofmann), MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Cross-Validation Optimization for Large Scale Hierarchical Classification Kernel Methods Seeger, M. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :1233-1240, (Editors: Schölkopf, B. , J. Platt, T. Hofmann), MIT Press, Cambridge, MA, USA, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper How to Find Interesting Locations in Video: A Spatiotemporal Interest Point Detector Learned from Human Eye movements Kienzle, W., Schölkopf, B., Wichmann, F., Franz, M. In Pattern Recognition: 29th DAGM Symposium, Pattern Recognition, :405-414, (Editors: FA Hamprecht and C Schnörr and B Jähne), Springer, Berlin, Germany, 29th Annual Symposium of the German Association for Pattern Recognition (DAGM 2007), September 2007 () PDF Web DOI BibTeX

Empirical Inference Conference Paper Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions Walder, C., Schölkopf, B., Chapelle, O. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :273-280, (Editors: B Schölkopf and J Platt and T Hofmann), MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Inducing Metric Violations in Human Similarity Judgements Laub, J., Macke, J., Müller, K., Wichmann, F. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :777-784, (Editors: Schölkopf, B. , J. Platt, T. Hofmann), MIT Press, Cambridge, MA, USA, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Information Bottleneck for Non Co-Occurrence Data Seldin, Y., Slonim, N., Tishby, N. In In Advances in Neural Information Processing Systems 19, 2007 (NIPS 2006), Advances in Neural Information Processing Systems 19, :1241-1248, (Editors: Schölkopf, B. , J. Platt, T. Hofmann), MIT Press, Cambridge, MA, USA, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Book Chapter Joint Kernel Maps Weston, J., Bakir, G., Bousquet, O., Mann, T., Noble, W., Schölkopf, B. In Predicting Structured Data, :67-84, Advances in neural information processing systems, (Editors: GH Bakir and T Hofmann and B Schölkopf and AJ Smola and B Taskar and SVN Vishwanathan), MIT Press, Cambridge, MA, USA, September 2007 () Web BibTeX

Empirical Inference Conference Paper Learning Dense 3D Correspondence Steinke, F., Schölkopf, B., Blanz, V. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :1313-1320, (Editors: B Schölkopf and J Platt and T Hofmann), MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Learning with Hypergraphs: Clustering, Classification, and Embedding Zhou, D., Huang, J., Schölkopf, B. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :1601-1608, (Editors: B Schölkopf and J Platt and T Hofmann), MIT Press, Cambridge, MA, USA, 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Technical Report Learning with Transformation Invariant Kernels Walder, C., Chapelle, O. (165), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, September 2007 () PDF BibTeX

Empirical Inference Talk MR-Based PET Attenuation Correction: Method and Validation Hofmann, M., Steinke, F., Scheel, V., Brady, M., Schölkopf, B., Pichler, B. Joint Molecular Imaging Conference, September 2007 () PDF Web BibTeX

Empirical Inference Conference Paper Manifold Denoising Hein, M., Maier, M. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, Advances in Neural Information Processing Systems 19, :561-568, (Editors: Schölkopf, B. , J. Platt, T. Hofmann), MIT Press, Cambridge, MA, USA, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), September 2007 () PDF Web BibTeX

Empirical Inference Article Mining complex genotypic features for predicting HIV-1 drug resistance Saigo, H., Uno, T., Tsuda, K. Bioinformatics, 23(18):2455-2462, September 2007 () Web DOI BibTeX

Empirical Inference Poster Near-Maximum Entropy Models for Binary Neural Representations of Natural Images Berens, P., Bethge, M. Neural Coding, Computation and Dynamics (NCCD 07), 1:19, September 2007 () PDF BibTeX

Empirical Inference Conference Paper Optimal Dominant Motion Estimation using Adaptive Search of Transformation Space Ulges, A., Lampert, C., Keysers, D., Breuel, T. In Pattern Recognition: 29th DAGM Symposium, DAGM 2007, :204-215, (Editors: Hamprecht, F. A., C. Schnörr, B. Jähne), Springer, Berlin, Germany, 29th Annual Symposium of the German Association for Pattern Recognition, September 2007 () PDF Web DOI BibTeX

Empirical Inference Conference Paper Output Grouping using Dirichlet Mixtures of Linear Gaussian State-Space Models Chiappa, S., Barber, D. In Proceedings of the 5th International Symposium on Image and Signal Processing and Analysis (ISPA 2007), ISPA 2007, :446-451, IEEE Computer Society, Los Alamitos, CA, USA, 5th International Symposium on Image and Signal Processing and Analysis, September 2007 () PDF Web DOI BibTeX

Empirical Inference Book Predicting Structured Data Bakir, G., Hofmann, T., Schölkopf, B., Smola, A., Taskar, B., Vishwanathan, S. :360, Advances in neural information processing systems, MIT Press, Cambridge, MA, USA, September 2007 () Web BibTeX

Empirical Inference Article Real-Time Fetal Heart Monitoring in Biomagnetic Measurements Using Adaptive Real-Time ICA Waldert, S., Bensch, M., Bogdan, M., Rosenstiel, W., Schölkopf, B., Lowery, C., Eswaran, H., Preissl, H. IEEE Transactions on Biomedical Engineering, 54(10):1867-1874, September 2007 () PDF Web DOI BibTeX

Empirical Inference Technical Report Scalable Semidefinite Programming using Convex Perturbations Kulis, B., Sra, S., Jegelka, S. (TR-07-47), University of Texas, Austin, TX, USA, September 2007 () PDF BibTeX

Empirical Inference Poster Studying the effects of noise correlations on population coding using a sampling method Ecker, A., Berens, P., Bethge, M., Logothetis, N., Tolias, A. Neural Coding, Computation and Dynamics (NCCD 07), 1:21, September 2007 () PDF BibTeX

Empirical Inference Book Chapter Support Vector Machine Learning for Interdependent and Structured Output Spaces Altun, Y., Hofmann, T., Tsochantaridis, I. In Predicting Structured Data, :85-104, Advances in neural information processing systems, (Editors: Bakir, G. H. , T. Hofmann, B. Schölkopf, A. J. Smola, B. Taskar, S. V. N. Vishwanathan), MIT Press, Cambridge, MA, USA, September 2007 () Web BibTeX

Empirical Inference Book Chapter Trading Convexity for Scalability Collobert, R., Sinz, F., Weston, J., Bottou, L. In Large Scale Kernel Machines, :275-300, Neural Information Processing, (Editors: Bottou, L. , O. Chapelle, D. DeCoste, J. Weston), MIT Press, Cambridge, MA, USA, September 2007 () PDF Web BibTeX

Empirical Inference Book Chapter Training a Support Vector Machine in the Primal Chapelle, O. In Large Scale Kernel Machines, :29-50, Neural Information Processing, (Editors: Bottou, L. , O. Chapelle, D. DeCoste, J. Weston), MIT Press, Cambridge, MA, USA, September 2007, This is a slightly updated version of the Neural Computation paper () PDF Web BibTeX

Empirical Inference Conference Paper Collaborative Filtering via Ensembles of Matrix Factorizations Wu, M. In Proceedings of KDD Cup and Workshop 2007, KDD Cup and Workshop 2007, :43-47, KDD Cup and Workshop, August 2007 () PDF Web BibTeX

Empirical Inference Technical Report Efficient Subwindow Search for Object Localization Blaschko, M., Hofmann, T., Lampert, C. (164), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, August 2007 () PDF BibTeX

Empirical Inference Technical Report Sparse Multiscale Gaussian Process Regression Walder, C., Kim, K., Schölkopf, B. (162), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, August 2007 () PDF BibTeX

Empirical Inference Talk Thinking Out Loud: Research and Development of Brain Computer Interfaces Hill, N. Invited keynote talk at the Max Planck Society‘s PhDNet Workshop 2007., July 2007 () PDF BibTeX

Empirical Inference Conference Paper A Kernel Approach to Comparing Distributions Gretton, A., Borgwardt, K., Rasch, M., Schölkopf, B., Smola, A. In Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence (AAAI-07), Proceedings of the 22. AAAI Conference on Artificial Intelligence, :1637-1641, AAAI Press, Menlo Park, CA, USA, Twenty-Second AAAI Conference on Artificial Intelligence (AAAI 2007), July 2007 () PDF Web BibTeX

Empirical Inference Article Common Sequence Polymorphisms Shaping Genetic Diversity in Arabidopsis thaliana Clark, R., Schweikert, G., Toomajian, C., Ossowski, S., Zeller, G., Shinn, P., Warthmann, N., Hu, T., Fu, G., Hinds, D., et al. Science, 317(5836):338-342, July 2007 () PDF DOI BibTeX

Empirical Inference Thesis Error Correcting Codes for the P300 Visual Speller Biessmann, F. Biologische Kybernetik, Eberhard-Karls-Universität Tübingen, Tübingen, Germany, July 2007 () PDF BibTeX

Empirical Inference Article Feature Selection for Trouble Shooting in Complex Assembly Lines Pfingsten, T., Herrmann, D., Schnitzler, T., Feustel, A., Schölkopf, B. IEEE Transactions on Automation Science and Engineering, 4(3):465-469, July 2007 () PDF Web DOI BibTeX