Publications

Empirical Inference Article Texture and haptic cues in slant discrimination: Reliability-based cue weighting without statistically optimal cue combination Rosas, P., Wagemans, J., Ernst, M., Wichmann, F. Journal of the Optical Society of America A, 22(5):801-809, May 2005 () PDF Web BibTeX

Empirical Inference Article A gene expression map of Arabidopsis thaliana development Schmid, M., Davison, T., Henz, S., Pape, U., Demar, M., Vingron, M., Schölkopf, B., Weigel, D., Lohmann, J. Nature Genetics, 37(5):501-506, April 2005 () PDF DOI BibTeX

Empirical Inference Poster Classification of natural scenes using global image statistics Drewes, J., Wichmann, F., Gegenfurtner, K. 47:88, 47. Tagung Experimentell Arbeitender Psychologen, April 2005 () BibTeX

Empirical Inference Article Experimentally optimal v in support vector regression for different noise models and parameter settings Chalimourda, A., Schölkopf, B., Smola, A. Neural Networks, 18(2):205-205, March 2005 () PDF DOI BibTeX

Empirical Inference Poster Bayesian Inference for Psychometric Functions Kuss, M., Jäkel, F., Wichmann, F. 8:106, (Editors: Bülthoff, H. H., H. A. Mallot, R. Ulrich and F. A. Wichmann), 8th T{\"u}bingen Perception Conference (TWK 2005), February 2005 () Web BibTeX

Empirical Inference Poster Classification of Natural Scenes using Global Image Statistics Drewes, J., Wichmann, F., Gegenfurtner, K. 8:88, 8th T{\"u}bingen Perception Conference (TWK 2005), February 2005 () Web BibTeX

Empirical Inference Poster Efficient Adaptive Sampling of the Psychometric Function by Maximizing Information Gain Tanner, T., Hill, N., Rasmussen, C., Wichmann, F. 8:109, (Editors: Bülthoff, H. H., H. A. Mallot, R. Ulrich and F. A. Wichmann), 8th T{\"u}bingen Perception Conference (TWK 2005), February 2005 () Web BibTeX

Empirical Inference Conference Paper Active Learning for Parzen Window Classifier Chapelle, O. In AI STATS, AISTATS 2005, :49-56, (Editors: Cowell, R. , Z. Ghahramani), Tenth International Workshop on Artificial Intelligence and Statistics (AI & Statistics 2005), January 2005 () Web BibTeX

Empirical Inference Conference Paper Hilbertian Metrics and Positive Definite Kernels on Probability Measures Hein, M., Bousquet, O. In Proceedings of AISTATS 2005, AISTATS 2005, :136-143, (Editors: Cowell, R. , Z. Ghahramani), Tenth International Workshop on Artificial Intelligence and Statistics (AI & Statistics 2005), January 2005 () PDF Web BibTeX

Empirical Inference Conference Paper Kernel Constrained Covariance for Dependence Measurement Gretton, A., Smola, A., Bousquet, O., Herbrich, R., Belitski, A., Augath, M., Murayama, Y., Pauls, J., Schölkopf, B., Logothetis, N. In AISTATS 2005, Proceedings of the 10th International Workshop on Artificial Intelligence and Statistics, :112-119, (Editors: R Cowell, R and Z Ghahramani), AISTATS, January 2005 () PDF Web BibTeX

Empirical Inference Talk Kernel Constrained Covariance for Dependence Measurement Gretton, A., Smola, A., Bousquet, O., Herbrich, R., Belitski, A., Augath, M., Murayama, Y., Schölkopf, B., Logothetis, N. AISTATS, January 2005 () PostScript BibTeX

Empirical Inference Conference Paper Semi-Supervised Classification by Low Density Separation Chapelle, O., Zien, A. In Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics (AISTATS 2005), AISTATS 2005, :57-64, (Editors: Cowell, R. , Z. Ghahramani), Tenth International Workshop on Artificial Intelligence and Statistics (AI & Statistics 2005), January 2005 () PDF Web BibTeX

Empirical Inference Conference Paper A Brain Computer Interface with Online Feedback based on Magnetoencephalography Lal, T., Schröder, M., Hill, J., Preissl, H., Hinterberger, T., Mellinger, J., Bogdan, M., Rosenstiel, W., Hofmann, T., Birbaumer, N., et al. In Proceedings of the 22nd International Conference on Machine Learning, :465-472, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 () PDF PDF BibTeX

Empirical Inference Article A tutorial on v-support vector machines Chen, P., Lin, C., Schölkopf, B. Applied Stochastic Models in Business and Industry, 21(2):111-136, 2005 () PDF BibTeX

Empirical Inference Conference Paper Analysis of Some Methods for Reduced Rank Gaussian Process Regression Quinonero Candela, J., Rasmussen, C. In Switching and Learning in Feedback Systems, :98-127, (Editors: Murray Smith, R. , R. Shorten), Springer, Berlin, Germany, European Summer School on Multi-Agent Control, 2005 () PDF PDF DOI BibTeX

Empirical Inference Technical Report Approximate Bayesian Inference for Psychometric Functions using MCMC Sampling Kuss, M., Jäkel, F., Wichmann, F. (135), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, 2005 () PDF BibTeX

Empirical Inference Technical Report Approximate Inference for Robust Gaussian Process Regression Kuss, M., Pfingsten, T., Csato, L., Rasmussen, C. (136), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, 2005 () PDF BibTeX

Autonomous Motion Empirical Inference Conference Paper Comparative experiments on task space control with redundancy resolution Nakanishi, J., Cory, R., Mistry, M., Peters, J., Schaal, S. In Proceedings of the 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems, :3901-3908, Edmonton, Alberta, Canada, Aug. 2-6, IROS, 2005, clmc () DOI URL BibTeX

Empirical Inference Conference Paper From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians Hein, M., Audibert, J., von Luxburg, U. In Proceedings of the 18th Conference on Learning Theory (COLT), :470-485, Conference on Learning Theory, 2005, Student Paper Award () PDF BibTeX

Empirical Inference Poster Global image statistics of natural scenes Drewes, J., Wichmann, F., Gegenfurtner, K. Bioinspired Information Processing, 08:1, 2005 () BibTeX

Empirical Inference Conference Paper Healing the Relevance Vector Machine through Augmentation Rasmussen, C., Candela, J. In Proceedings of the 22nd International Conference on Machine Learning, :689 , (Editors: De Raedt, L. , S. Wrobel), ICML, 2005 () PDF PostScript BibTeX

Empirical Inference Conference Paper Implicit Surface Modelling as an Eigenvalue Problem Walder, C., Chapelle, O., Schölkopf, B. In Proceedings of the 22nd International Conference on Machine Learning, :937-944, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 () PDF BibTeX

Empirical Inference Conference Paper Intrinsic Dimensionality Estimation of Submanifolds in Euclidean space Hein, M., Audibert, Y. In Proceedings of the 22nd International Conference on Machine Learning, :289 , (Editors: De Raedt, L. , S. Wrobel), ICML Bonn, 2005 () PDF BibTeX

Empirical Inference Article Invariance of Neighborhood Relation under Input Space to Feature Space Mapping Shin, H., Cho, S. Pattern Recognition Letters, 26(6):707-718, 2005 () PDF PDF BibTeX

Empirical Inference Conference Paper Joint Kernel Maps Weston, J., Schölkopf, B., Bousquet, O. In Proceedings of the 8th International Work-Conference on Artificial Neural Networks (Computational Intelligence and Bioinspired System), Proceedings of the 8th InternationalWork-Conference on Artificial Neural Networks, LNCS 3512:176-191, (Editors: J Cabestany and A Prieto and F Sandoval), Springer, Berlin Heidelberg, Germany, IWANN, 2005 () PostScript DOI BibTeX

Empirical Inference Poster Kernel-Methods, Similarity, and Exemplar Theories of Categorization Jäkel, F., Wichmann, F. ASIC, 4, 2005 () Web BibTeX

Empirical Inference Conference Paper Large Scale Genomic Sequence SVM Classifiers Sonnenburg, S., Rätsch, G., Schölkopf, B. In Proceedings of the 22nd International Conference on Machine Learning, Proceedings of the 22nd International Conference on Machine Learning, :849-856, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 () PDF BibTeX

Empirical Inference Conference Paper Long Term Prediction of Product Quality in a Glass Manufacturing Process Using a Kernel Based Approach Jung, T., Herrera, L., Schölkopf, B. In Proceedings of the 8th International Work-Conference on Artificial Neural Networks (Computational Intelligence and Bioinspired Systems), Proceedings of the 8th International Work-Conferenceon Artificial Neural Networks (Computational Intelligence and Bioinspired Systems), Lecture Notes in Computer Science, Vol. 3512, LNCS 3512:960-967, (Editors: J Cabestany and A Prieto and F Sandoval), Springer, Berlin Heidelberg, Germany, IWANN, 2005 () DOI BibTeX

Empirical Inference Technical Report Maximum-Margin Feature Combination for Detection and Categorization BakIr, G., Wu, M., Eichhorn, J. Max Planck Institute for Biological Cybernetics, Tübingen, Germany, 2005 () PDF BibTeX

Empirical Inference Article Moment Inequalities for Functions of Independent Random Variables Boucheron, S., Bousquet, O., Lugosi, G., Massart, P. To appear in Annals of Probability, 33:514-560, 2005 () PDF BibTeX

Autonomous Motion Empirical Inference Conference Paper Natural Actor-Critic Peters, J., Vijayakumar, S., Schaal, S. In Proceedings of the 16th European Conference on Machine Learning, 3720:280-291, (Editors: Gama, J.;Camacho, R.;Brazdil, P.;Jorge, A.;Torgo, L.), Springer, ECML, 2005, clmc () DOI URL BibTeX

Empirical Inference Conference Paper Object correspondence as a machine learning problem Schölkopf, B., Steinke, F., Blanz, V. In Proceedings of the 22nd International Conference on Machine Learning, :777-784, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 () PDF BibTeX

Empirical Inference Conference Paper Propagating Distributions on a Hypergraph by Dual Information Regularization Tsuda, K. In Proceedings of the 22nd International Conference on Machine Learning, :921 , (Editors: De Raedt, L. , S. Wrobel), ICML Bonn, 2005 () BibTeX

Empirical Inference Poster Rapid animal detection in natural scenes: critical features are local Wichmann, F., Rosas, P., Gegenfurtner, K. Experimentelle Psychologie. Beitr{\"a}ge zur 47. Tagung experimentell arbeitender Psychologen, 47:225, 2005 () BibTeX

Empirical Inference Article Robust EEG Channel Selection Across Subjects for Brain Computer Interfaces Schröder, M., Lal, T., Hinterberger, T., Bogdan, M., Hill, J., Birbaumer, N., Rosenstiel, W., Schölkopf, B. EURASIP Journal on Applied Signal Processing, 2005(19, Special Issue: Trends in Brain Computer Interfaces):3103-3112, (Editors: Vesin, J. M., T. Ebrahimi), 2005 () Web DOI BibTeX

Empirical Inference Book Chapter Support Vector Machines and Kernel Algorithms Schölkopf, B., Smola, A. In Encyclopedia of Biostatistics (2nd edition), Vol. 8, 8:5328-5335, (Editors: P Armitage and T Colton), John Wiley & Sons, NY USA, 2005 () BibTeX

Empirical Inference Poster The human brain as large margin classifier Graf, A., Wichmann, F., Bülthoff, H., Schölkopf, B. Proceedings of the Computational & Systems Neuroscience Meeting (COSYNE), 2:1, 2005 () BibTeX

Empirical Inference Article Theory of Classification: A Survey of Some Recent Advances Boucheron, S., Bousquet, O., Lugosi, G. ESAIM: Probability and Statistics, 9:323 , 2005 () PDF DOI BibTeX

Empirical Inference Technical Report Towards a Statistical Theory of Clustering. Presented at the PASCAL workshop on clustering, London von Luxburg, U., Ben-David, S. Presented at the PASCAL workshop on clustering, London, 2005 () PDF BibTeX

Empirical Inference Book Chapter Visual perception I: Basic principles Wagemans, J., Wichmann, F., de Beeck, H. In Handbook of Cognition, :3-47, (Editors: Lamberts, K. , R. Goldstone), Sage, London, 2005 () BibTeX

Empirical Inference Conference Paper Attentional Modulation of Auditory Event-Related Potentials in a Brain-Computer Interface Hill, J., Lal, T., Bierig, K., Birbaumer, N., Schölkopf, B. In Proceedings of the 2004 IEEE International Workshop on Biomedical Circuits and Systems (BioCAS04), BioCAS04, (S3/5/INV- S3/17-20):4, IEEE Computer Society, Los Alamitos, CA, USA, 2004 IEEE International Workshop on Biomedical Circuits and Systems, December 2004 () PDF Web DOI BibTeX

Empirical Inference Article On the representation, learning and transfer of spatio-temporal movement characteristics Ilg, W., Bakir, G., Mezger, J., Giese, M. International Journal of Humanoid Robotics, 1(4):613-636, December 2004 () BibTeX

Empirical Inference Article Efficient face detection by a cascaded support-vector machine expansion Romdhani, S., Torr, P., Schölkopf, B., Blake, A. Proceedings of The Royal Society of London A, 460(2501):3283-3297, A, November 2004 () PDF DOI BibTeX

Empirical Inference Article Insect-inspired estimation of egomotion Franz, M., Chahl, J., Krapp, H. Neural Computation, 16(11):2245-2260, November 2004 () PDF PostScript Web DOI BibTeX

Empirical Inference Technical Report Joint Kernel Maps Weston, J., Schölkopf, B., Bousquet, O., Mann, .., Noble, W. (131), Max-Planck-Institute for Biological Cybernetics, Tübingen, November 2004 () PDF BibTeX

Empirical Inference Talk Discrete vs. Continuous: Two Sides of Machine Learning Zhou, D. October 2004 () PDF BibTeX

Empirical Inference Talk How to learn from very few examples? Zhou, D. October 2004 () PDF BibTeX

Empirical Inference Poster S-cones contribute to flicker brightness in human vision Wehrhahn, C., Hill, N., Dillenburger, B. 34(174.12), 34th Annual Meeting of the Society for Neuroscience (Neuroscience 2004), October 2004 () Web BibTeX

Empirical Inference Proceedings Advanced Lectures on Machine Learning Bousquet, O., von Luxburg, U., Rätsch, G. ML Summer Schools 2003, LNAI 3176:240, Springer, Berlin, Germany, ML Summer Schools, September 2004 () Web BibTeX

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