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Empirical Inference Technical Report Combining Appearance and Motion for Human Action Classification in Videos Dhillon, P., Nowozin, S., Lampert, C. (174), Max-Planck-Institute for Biological Cybernetics, Tübingen, Germany, August 2008 PDF BibTeX
Empirical Inference Technical Report Example-based Learning for Single-image Super-resolution and JPEG Artifact Removal Kim, K., Kwon, Y. (173), Max-Planck-Institute for Biological Cybernetics, Tübingen, Germany, August 2008 PDF BibTeX
Empirical Inference Conference Paper Learning Robot Dynamics for Computed Torque Control Using Local Gaussian Processes Regression Nguyen-Tuong, D., Peters, J. In Proceedings of the 2008 ECSIS Symposium on Learning and Adaptive Behaviors for Robotic Systems (LAB-RS 2008), LAB-RS 2008, 59-64, (Editors: Stoica, A. , E. Tunstel, T. Huntsberger, T. Arslan, S. Vijayakumar, A. O. El-Rayis), IEEE Computer Society, Los Alamitos, CA, USA, 2008 ECSIS Symposium on Learning and Adaptive Behaviors for Robotic Systems, August 2008 PDF Web DOI BibTeX
Empirical Inference Article Multi-class Common Spatial Pattern and Information Theoretic Feature Extraction Grosse-Wentrup, M., Buss, M. IEEE Transactions on Biomedical Engineering, 55(8):1991-2000, August 2008 PDF Web DOI BibTeX
Empirical Inference Conference Paper Partial Least Squares Regression for Graph Mining Saigo, H., Krämer, N., Tsuda, K. In Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD2008), KDD2008, 578-586, (Editors: Li, Y. , B. Liu, S. Sarawagi), ACM Press, New York, NY, USA, 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 2008 PDF Web DOI BibTeX
Empirical Inference Conference Paper RKHS Representation of Measures Applied to Homogeneity, Independence, and Fourier Optics Schölkopf, B., Sriperumbudur, B., Gretton, A., Fukumizu, K. In 30. Oberwolfach Report (OWR 2008), OWR 2008, 42-44, (Editors: K Jetter and S Smale and D-X Zhou), Mathematisches Forschungsinstitut, Oberwolfach-Walke, Germany, 30. Oberwolfach Report, August 2008 PDF PDF BibTeX
Empirical Inference Conference Paper Semi-Supervised Laplacian Regularization of Kernel Canonical Correlation Analysis Blaschko, M., Lampert, C., Gretton, A. In Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2008, ECML PKDD 2008, 133-145, (Editors: Daelemans, W. , B. Goethals, K. Morik), Springer, Berlin, Germany, 19th European Conference on Machine Learning, August 2008 PDF PDF DOI BibTeX
Empirical Inference Article Voluntary Brain Regulation and Communication with ECoG-Signals Hinterberger, T., Widmann, G., Lal, T., Hill, J., Tangermann, M., Rosenstiel, W., Schölkopf, B., Elger, C., Birbaumer, N. Epilepsy and Behavior, 13(2):300-306, August 2008 PDF DOI BibTeX
Empirical Inference Talk mGene: A Novel Discriminative Gene Finder Schweikert, G., Zeller, G., Zien, A., Behr, J., Sonnenburg, S., Philips, P., Ong, C., Rätsch, G. Worm Genomics and Systems Biology meeting, July 2008 BibTeX
Empirical Inference Ph.D. Thesis Learning an Interest Operator from Human Eye Movements Kienzle, W. Biologische Kybernetik, Eberhard-Karls-Universität Tübingen, Tübingen, Germany, July 2008 BibTeX
Empirical Inference Conference Paper A Decoupled Approach to Exemplar-based Unsupervised Learning Nowozin, S., BakIr, G. In Proceedings of the 25th International Conference on Machine Learning (ICML 2008), ICML 2008, 704-711, (Editors: Cohen, W. W., A. McCallum, S. Roweis), ACM Press, New York, NY, USA, 25th International Conference on Machine Learning, July 2008 PDF Web DOI BibTeX
Empirical Inference Conference Paper A Hilbert-Schmidt Dependence Maximization Approach to Unsupervised Structure Discovery Blaschko, M., Gretton, A. In Proceedings of the 6th International Workshop on Mining and Learning with Graphs (MLG 2008), MLG 2008, 1-3, 6th International Workshop on Mining and Learning with Graphs, July 2008 PDF Web BibTeX
Empirical Inference Conference Paper Adaptive Importance Sampling with Automatic Model Selection in Value Function Approximation Hachiya, H., Akiyama, T., Sugiyama, M., Peters, J. In Proceedings of the Twenty-Third Conference on Artificial Intelligence (AAAI 2008), AAAI 2008, 1351-1356, (Editors: Fox, D. , C. P. Gomes), AAAI Press, Menlo Park, CA, USA, Twenty-Third Conference on Artificial Intelligence, July 2008 PDF Web BibTeX
Empirical Inference Article At-TAX: A Whole Genome Tiling Array Resource for Developmental Expression Analysis and Transcript Identification in Arabidopsis thaliana Laubinger, S., Zeller, G., Henz, S., Sachsenberg, T., Widmer, C., Naouar, N., Vuylsteke, M., Schölkopf, B., Rätsch, G., Weigel, D. Genome Biology, 9(7: R112):1-16, July 2008 PDF DOI BibTeX
Empirical Inference Talk Coding Theory in Brain-Computer Interfaces Martens, S. Soria Summerschool on Computational Mathematics "Algebraic Coding Theory" (S3CM), July 2008 Web BibTeX
Empirical Inference Proceedings CogRob 2008: The 6th International Cognitive Robotics Workshop Lespérance, Y., Lakemeyer, G., Peters, J., Pirri, F. Proceedings of the 6th International Cognitive Robotics Workshop (CogRob 2008), 35, Patras University Press, Patras, Greece, 6th International Cognitive Robotics Workshop (CogRob 2008), July 2008 Web BibTeX
Empirical Inference Conference Paper Compressed Sensing and Bayesian Experimental Design Seeger, M., Nickisch, H. In Proceedings of the 25th International Conference on Machine Learning (ICML 2008), ICML 2008, 912-919, (Editors: Cohen, W. W., A. McCallum, S. Roweis), ACM Press, New York, NY, USA, 25th International Conference on Machine Learning, July 2008 PDF PDF Web DOI BibTeX
Empirical Inference Talk Discovering Common Sequence Variation in Arabidopsis thaliana Rätsch, G., Clark, R., Schweikert, G., Toomajian, C., Ossowski, S., Zeller, G., Shinn, P., Warthman, N., Hu, T., Fu, G., et al. 16th Annual International Conference Intelligent Systems for Molecular Biology (ISMB 2008), July 2008 Web BibTeX
Empirical Inference Conference Paper Injective Hilbert Space Embeddings of Probability Measures Sriperumbudur, B., Gretton, A., Fukumizu, K., Lanckriet, G., Schölkopf, B. In Proceedings of the 21st Annual Conference on Learning Theory (COLT 2008), Proceedings of the 21st Annual Conference on Learning Theory, 111-122, (Editors: RA Servedio and T Zhang), Omnipress, Madison, WI, USA, 21st Annual Conference on Learning Theory (COLT 2008), July 2008 PDF Web BibTeX
Empirical Inference Talk Motor Skill Learning for Cognitive Robotics Peters, J. 6th International Cognitive Robotics Workshop (CogRob 2008), July 2008 Web BibTeX
Empirical Inference Talk Painless Embeddings of Distributions: the Function Space View (Part 1) Fukumizu, K., Gretton, A., Smola, A. 25th International Conference on Machine Learning (ICML 2008), July 2008 PDF Web BibTeX
Empirical Inference Poster Policy Learning: A Unified Perspective With Applications In Robotics Peters, J., Kober, J., Nguyen-Tuong, D. 8th European Workshop on Reinforcement Learning for Robotics (EWRL 2008), 8:10, July 2008 PDF BibTeX
Empirical Inference Talk Reinforcement Learning for Robotics Peters, J. 8th European Workshop on Reinforcement Learning for Robotics (EWRL 2008), July 2008 Web BibTeX
Empirical Inference Poster Reinforcement Learning of Perceptual Coupling for Motor Primitives Kober, J., Peters, J. 8th European Workshop on Reinforcement Learning for Robotics (EWRL 2008), 8:16, July 2008 PDF BibTeX
Empirical Inference Conference Paper Relating clustering stability to properties of cluster boundaries Ben-David, S., von Luxburg, U. In Proceedings of the 21st Annual Conference on Learning Theory (COLT 2008), COLT 2008, 379-390, (Editors: Servedio, R. A., T. Zhang), Omnipress, Madison, WI, USA, 21st Annual Conference on Learning Theory, July 2008 PDF Web BibTeX
Empirical Inference Conference Paper Sparse Multiscale Gaussian Process Regression Walder, C., Kim, K., Schölkopf, B. In Proceedings of the 25th International Conference on Machine Learning, 1112-1119, (Editors: WW Cohen and A McCallum and S Roweis), ACM Press, New York, NY, USA, ICML, July 2008 PDF PDF DOI BibTeX
Empirical Inference Conference Paper Tailoring density estimation via reproducing kernel moment matching Song, L., Zhang, X., Smola, A., Gretton, A., Schölkopf, B. In Proceedings of the 25th International Conference onMachine Learning, 992-999, (Editors: WW Cohen and A McCallum and S Roweis), ACM Press, New York, NY, USA, ICML, July 2008 PDF PDF DOI BibTeX
Empirical Inference Conference Paper A Kernel Test of Nonlinear Granger Causality Sun, X. In Proceedings of the Workshop on Inference and Estimation in Probabilistic Time-Series Models, 79-89, (Editors: Barber, D. , A. T. Cemgil, S. Chiappa), Isaac Newton Institute for Mathematical Sciences, Cambridge, United Kingdom, Workshop on Inference and Estimation in Probabilistic Time-Series Models, June 2008 PDF BibTeX
Empirical Inference Conference Paper A Multiple Kernel Learning Approach to Joint Multi-Class Object Detection Lampert, C., Blaschko, M. In Pattern Recognition: Proceedings of the 30th DAGM Symposium, DAGM 2008, 31-40, (Editors: Rigoll, G. ), Springer, Berlin, Germany, 30th Annual Symposium of the German Association for Pattern Recognition, June 2008, Main Award DAGM 2008 PDF ZIP Web DOI BibTeX
Empirical Inference Technical Report A New Non-monotonic Gradient Projection Method for the Non-negative Least Squares Problem Kim, D., Sra, S., Dhillon, I. (TR-08-28), University of Texas, Austin, TX, USA, June 2008 Web BibTeX
Empirical Inference Poster Analysis of Pattern Recognition Methods in Classifying Bold Signals in Monkeys at 7-Tesla Ku, S., Gretton, A., Macke, J., Tolias, A., Logothetis, N. AREADNE 2008: Research in Encoding and Decoding of Neural Ensembles, 2:67, June 2008 BibTeX
Empirical Inference Conference Paper Approximate Dynamic Programming with Gaussian Processes Deisenroth, M., Peters, J., Rasmussen, C. In Proceedings of the 2008 American Control Conference (ACC 2008), ACC 2008, 4480-4485, IEEE Service Center, Piscataway, NJ, USA, 2008 American Control Conference, June 2008 PDF Web BibTeX
Empirical Inference Conference Paper Bayesian Color Constancy Revisited Gehler, P., Rother, C., Blake, A., Minka, T., Sharp, T. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR, June 2008, http://dx.doi.org/10.1109/CVPR.2008.4587765 website+code+data pdf BibTeX
Empirical Inference Conference Paper Beyond Sliding Windows: Object Localization by Efficient Subwindow Search Lampert, C., Blaschko, M., Hofmann, T. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), CVPR 2008, 1-8, IEEE Computer Society, Los Alamitos, CA, USA, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, June 2008, Best paper award PDF PDF Web DOI BibTeX
Empirical Inference Conference Paper Computed Torque Control with Nonparametric Regression Models Nguyen-Tuong, D., Seeger, M., Peters, J. In Proceedings of the 2008 American Control Conference (ACC 2008), ACC 2008, 212-217, IEEE Service Center, Piscataway, NJ, USA, 2008 American Control Conference, June 2008 PDF Web DOI BibTeX
Empirical Inference Conference Paper Correlational Spectral Clustering Blaschko, M., Lampert, C. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), CVPR 2008, 1-8, IEEE Computer Society, Los Alamitos, CA, USA, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, June 2008 PDF Web DOI BibTeX
Empirical Inference Article Cross-validation Optimization for Large Scale Structured Classification Kernel Methods Seeger, M. Journal of Machine Learning Research, 9:1147-1178, June 2008 PDF PDF BibTeX
Empirical Inference Conference Paper Example-Based Learning for Single-Image Super-Resolution Kim, K., Kwon, Y. In Pattern Recognition: Proceedings of the 30th DAGM Symposium, DAGM 2008, 456-463, (Editors: Rigoll, G. ), Springer, Berlin, Germany, 30th Annual Symposium of the German Association for Pattern Recognition, June 2008 PDF DOI BibTeX
Empirical Inference Poster Flexible Models for Population Spike Trains Bethge, M., Macke, J., Berens, P., Ecker, A., Tolias, A. AREADNE 2008: Research in Encoding and Decoding of Neural Ensembles, 2:52, June 2008 PDF BibTeX
Empirical Inference Article Graphical Analysis of NMR Structural Quality and Interactive Contact Map of NOE Assignments in ARIA Bardiaux, B., Bernard, A., Rieping, W., Habeck, M., Malliavin, T., Nilges, M. BMC Structural Biology, 8(30):1-5, June 2008 PDF DOI BibTeX
Empirical Inference Article Kernel Methods in Machine Learning Hofmann, T., Schölkopf, B., Smola, A. Annals of Statistics, 36(3):1171-1220, June 2008 PDF PDF DOI BibTeX
Empirical Inference Conference Paper Multi-Classification by Categorical Features via Clustering Seldin, Y., Tishby, N. In In the proceedings of the 25th International Conference on Machine Learning (ICML 2008), 920-927, 25th International Conference on Machine Learning (ICML 2008), June 2008 PDF Web BibTeX
Empirical Inference Conference Paper Natural Evolution Strategies Wierstra, D., Schaul, T., Peters, J., Schmidhuber, J. In Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2008), CEC 2008, 3381-3387, IEEE, Piscataway, NJ, USA, IEEE Congress on Evolutionary Computation, June 2008 PDF Web DOI BibTeX
Empirical Inference Technical Report Non-monotonic Poisson Likelihood Maximization Sra, S., Kim, D., Schölkopf, B. (170), Max-Planck Institute for Biological Cybernetics, Tübingen, Germany, June 2008 PDF BibTeX
Empirical Inference Poster Pairwise Correlations and Multineuronal Firing Patterns in the Primary Visual Cortex of the Awake, Behaving Macaque Berens, P., Ecker, A., Subramaniyan, M., Macke, J., Hauck, P., Bethge, M., Tolias, A. AREADNE 2008: Research in Encoding and Decoding of Neural Ensembles, 2:48, June 2008 PDF BibTeX
Empirical Inference Conference Paper Partitioning of Image Datasets using Discriminative Context Information Lampert, C. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), CVPR 2008, 1-8, IEEE Computer Society, Los Alamitos, CA, USA, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, June 2008 PDF Web DOI BibTeX
Empirical Inference Talk Thin-Plate Splines Between Riemannian Manifolds Steinke, F., Hein, M., Schölkopf, B. Workshop on Geometry and Statistics of Shapes, June 2008 Web BibTeX
Empirical Inference Technical Report Unsupervised Bayesian Time-series Segmentation based on Linear Gaussian State-space Models Chiappa, S. (171), Max-Planck-Institute for Biological Cybernetics, Tübingen, Germany, June 2008 BibTeX
Empirical Inference Poster Visual saliency re-visited: Center-surround patterns emerge as optimal predictors for human fixation targets Wichmann, F., Kienzle, W., Schölkopf, B., Franz, M. Journal of Vision, 8(6):635, 8th Annual Meeting of the Vision Sciences Society (VSS 2008), June 2008 Web DOI BibTeX
Empirical Inference Article Information Consistency of Nonparametric Gaussian Process Methods Seeger, M., Kakade, S., Foster, D. IEEE Transactions on Information Theory, 54(5):2376-2382, May 2008 Web DOI BibTeX