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Empirical Inference Conference Paper Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery Zhang, K., Schölkopf, B., Janzing, D. In Uncertainty in Artificial Intelligence: Proceedings of the Twenty-Sixth Conference (UAI 2010), Proceedings of the 26th Conference on Uncertainty in Artificial Intelligence, 717-724, (Editors: P Grünwald and P Spirtes), AUAI Press, Corvallis, OR, USA, UAI, July 2010 PDF Web BibTeX
Empirical Inference Conference Paper Multi-Label Learning by Exploiting Label Dependency Zhang, M., Zhang, K. In Proceedings of the 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2010), 999-1008, (Editors: Rao, B. , B. Krishnapuram, A. Tomkins, Q. Yang), ACM Press, New York, NY, USA, 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2010), July 2010 PDF Web DOI BibTeX
Empirical Inference Conference Paper Recent trends in classification of remote sensing data: active and semisupervised machine learning paradigms Bruzzone, L., Persello, C. In 3720-3723 , IEEE, Piscataway, NJ, USA, IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2010), July 2010 Web DOI BibTeX
Empirical Inference Poster Reinforcement Learning by Relative Entropy Policy Search Peters, J., Mülling, K., Altun, Y. 30th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2010), 30:69, July 2010 PDF BibTeX
Empirical Inference Autonomous Motion Conference Paper Relative Entropy Policy Search Peters, J., Mülling, K., Altun, Y. In Proceedings of the Twenty-Fourth National Conference on Artificial Intelligence, 1607-1612, (Editors: Fox, M. , D. Poole), AAAI Press, Menlo Park, CA, USA, Twenty-Fourth National Conference on Artificial Intelligence (AAAI-10), July 2010 PDF Web BibTeX
Empirical Inference Article Remote Sensing Feature Selection by Kernel Dependence Estimation Camps-Valls, G., Mooij, J., Schölkopf, B. IEEE Geoscience and Remote Sensing Letters, 7(3):587-591, July 2010 PDF Web DOI BibTeX
Empirical Inference Article Results of the GREAT08 Challenge: An image analysis competition for cosmological lensing Bridle, S., Balan, S., Bethge, M., Gentile, M., Harmeling, S., Heymans, C., Hirsch, M., Hosseini, R., Jarvis, M., Kirk, D., et al. Monthly Notices of the Royal Astronomical Society, 405(3):2044-2061, July 2010 Web DOI BibTeX
Empirical Inference Article Robust probabilistic superposition and comparison of protein structures Mechelke, M., Habeck, M. BMC Bioinformatics, 11(363):1-13, July 2010 PDF DOI BibTeX
Empirical Inference Thesis Semi-supervised Subspace Learning and Application to Human Functional Magnetic Brain Resonance Imaging Data Shelton, J. Biologische Kybernetik, Eberhard Karls Universität, Tübingen, Germany, July 2010 PDF BibTeX
Empirical Inference Conference Paper Source Separation and Higher-Order Causal Analysis of MEG and EEG Zhang, K., Hyvärinen, A. In Uncertainty in Artificial Intelligence: Proceedings of the Twenty-Sixth Conference (UAI 2010), 709-716, (Editors: Grünwald, P. , P. Spirtes), AUAI Press, Corvallis, OR, USA, 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), July 2010 PDF Web BibTeX
Empirical Inference Article Varieties of Justification in Machine Learning Corfield, D. Minds and Machines, 20(2):291-301, July 2010 PDF DOI BibTeX
Theory of Inhomogeneous Condensed Matter Article Crossover of critical Casimir forces between different surface universality classes Mohry, T. F., Maciolek, A., Dietrich, S. Physical Review E, 81(6):061117, June 2010 (Published) DOI BibTeX
Empirical Inference Conference Paper A PAC-Bayesian Analysis of Co-clustering, Graph Clustering, and Pairwise Clustering Seldin, Y. In ICML 2010 Workshop on Social Analytics: Learning from human interactions, 1-5, ICML 2010 Workshop on Social Analytics: Learning from human interactions, June 2010 PDF Web BibTeX
Empirical Inference Conference Paper A scalable trust-region algorithm with application to mixed-norm regression Kim, D., Sra, S., Dhillon, I. In Proceedings of the 27th International Conference on Machine Learning (ICML 2010), 519-526, (Editors: Fürnkranz, J. , T. Joachims), International Machine Learning Society, Madison, WI, USA, 27th International Conference on Machine Learning (ICML 2010), June 2010 PDF Web BibTeX
Empirical Inference Conference Paper An efficient divide-and-conquer cascade for nonlinear object detection Lampert, C. In Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), 1022-1029, IEEE, Piscataway, NJ, USA, Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), June 2010 PDF Web DOI BibTeX
Empirical Inference Talk BCI and robotics framework for stroke rehabilitation Gomez Rodriguez, M., Grosse-Wentrup, M., Hill, J., Peters, J., Schölkopf, B., Gharabaghi, A. 4th International BCI Meeting, June 2010 PDF Web BibTeX
Empirical Inference Poster Causal Influence of Gamma Oscillations on Performance in Brain-Computer Interfaces Grosse-Wentrup, M., Hill, J., Schölkopf, B. 4th International BCI Meeting 20120, June 2010 Web BibTeX
Empirical Inference Conference Paper Causal Markov condition for submodular information measures Steudel, B., Janzing, D., Schölkopf, B. In COLT 2010: The 23rd Annual Conference on Learning Theory, Proceedings of the 23rd Annual Conference on Learning Theory, 464-476, (Editors: AT Kalai and M Mohri), OmniPress, Madison, WI, USA, COLT, June 2010 PDF Web BibTeX
Empirical Inference Article Dynamic Dissimilarity Measure for Support-Based Clustering Lee, D., Lee, J. IEEE Transactions on Knowledge and Data Engineering, 22(6):900-905, June 2010 Web DOI BibTeX
Empirical Inference Conference Paper Efficient Filter Flow for Space-Variant Multiframe Blind Deconvolution Hirsch, M., Sra, S., Schölkopf, B., Harmeling, S. In Proceedings of the 23rd IEEE Conference on Computer Vision and Pattern Recognition, 607-614, IEEE, Piscataway, NJ, USA, CVPR, June 2010 PDF Web DOI BibTeX
Empirical Inference Technical Report Gaussian Mixture Modeling with Gaussian Process Latent Variable Models Nickisch, H., Rasmussen, C. Max Planck Institute for Biological Cybernetics, June 2010 Web BibTeX
Empirical Inference Conference Paper Grasping with Vision Descriptors and Motor Primitives Kroemer, O., Detry, R., Piater, J., Peters, J. In Proceedings of the 7th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2010), 47-54, (Editors: Filipe, J. , J. Andrade-Cetto, J.-L. Ferrier), SciTePress , Lisboa, Portugal, 7th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2010), June 2010 PDF Web BibTeX
Empirical Inference Article How to Explain Individual Classification Decisions Baehrens, D., Schroeter, T., Harmeling, S., Kawanabe, M., Hansen, K., Müller, K. Journal of Machine Learning Research, 11:1803-1831, June 2010 PDF PDF BibTeX
Empirical Inference Article Imitation and Reinforcement Learning Kober, J., Peters, J. IEEE Robotics and Automation Magazine, 17(2):55-62, June 2010 PDF Web DOI BibTeX
Empirical Inference Article Justifying Additive Noise Model-Based Causal Discovery via Algorithmic Information Theory Janzing, D., Steudel, B. Open Systems and Information Dynamics, 17(2):189-212, June 2010 PDF Web DOI BibTeX
Empirical Inference Poster Multi-task Learning for Zero Training Brain-Computer Interfaces Alamgir, M., Grosse-Wentrup, M., Altun, Y. 4th International BCI Meeting, June 2010 Web BibTeX
Empirical Inference Conference Paper Non-parametric estimation of integral probability metrics Sriperumbudur, B., Fukumizu, K., Gretton, A., Schölkopf, B., Lanckriet, G. In Proceedings of the IEEE International Symposium on Information Theory (ISIT 2010), 1428-1432, IEEE, Piscataway, NJ, USA, IEEE International Symposium on Information Theory (ISIT 2010), June 2010 PDF Web DOI BibTeX
Empirical Inference Poster Simultaneous PET/MRI for the evaluation of hemato-oncological diseases with lower extremity manifestations Sauter, A., Horger, M., Boss, A., Kolb, A., Mantlik, F., Kanz, L., Pfannenberg, C., Stegger, L., Claussen, C., Pichler, B. Journal of Nuclear Medicine, 51(Supplement 2):1001 , June 2010 Web BibTeX
Empirical Inference Article Single-Image Super-Resolution Using Sparse Regression and Natural Image Prior Kim, K., Kwon, Y. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(6):1127-1133, June 2010 Web DOI BibTeX
Empirical Inference Talk Solving Large-Scale Nonnegative Least Squares Sra, S. 16th Conference of the International Linear Algebra Society (ILAS 2010), June 2010 PDF PDF BibTeX
Empirical Inference Poster Solving large-scale nonnegative least-squares Sra, S. 16th Conference of the International Linear Algebra Society (ILAS 2010), 16:19, June 2010, based on Joint work with Dongmin Kim and Inderjit Dhillon PDF Web BibTeX
Empirical Inference Article Sparse Spectrum Gaussian Process Regression Lázaro-Gredilla, M., Quiñonero-Candela, J., Rasmussen, C., Figueiras-Vidal, A. Journal of Machine Learning Research, 11:1865-1881, June 2010 PDF BibTeX
Empirical Inference Conference Paper Telling cause from effect based on high-dimensional observations Janzing, D., Hoyer, P., Schölkopf, B. In Proceedings of the 27th International Conference on Machine Learning, 479-486, (Editors: J Fürnkranz and T Joachims), International Machine Learning Society, Madison, WI, USA, ICML, June 2010 PDF Web BibTeX
Empirical Inference Conference Paper The Influence of the Image Basis on Modeling and Steganalysis Performance Schwamberger, V., Le, P., Schölkopf, B., Franz, M. In Information Hiding:12th International Conference (IH 2010), Information Hiding, 133-144, (Editors: R Böhme and PWL Fong and R Safavi-Naini), Springer, Berlin, Germany, 12th international Workshop (IH 2010), June 2010 PDF Web DOI BibTeX
Empirical Inference Poster The effect of positioning aids on PET quantification following MR-based attenuation correction (AC) in PET/MR imaging Mantlik, F., Hofmann, M., Kupferschläger, J., Werner, M., Pichler, B., Beyer, T. Journal of Nuclear Medicine, 51(Supplement 2):1418 , June 2010 Web BibTeX
Empirical Inference Conference Paper UDP Communication channel design of master-slave robot system Hong, A., Cho, J., Wang, H., Lee, D. In 231-232, 2010 KSME Conference, June 2010 BibTeX
Empirical Inference Article Unsupervised Object Discovery: A Comparison Tuytelaars, T., Lampert, C., Blaschko, M., Buntine, W. International Journal of Computer Vision, 88(2):284-302, June 2010 PDF DOI BibTeX
Empirical Inference Talk BCI2000 and Python Hill, N. Invited lecture at the 7th International BCI2000 Workshop, Pacific Grove, CA, USA, May 2010 PDF BibTeX
Empirical Inference Talk Extending BCI2000 Functionality with Your Own C++ Code Hill, N. Invited lecture at the 7th International BCI2000 Workshop, Pacific Grove, CA, USA, May 2010 BibTeX
Empirical Inference Talk Matrix Approximation Problems Sra, S. EU Regional School 2010: Rheinisch-Westf{\"a}lische Technische Hochschule Aachen, May 2010 PDF AVI BibTeX
Autonomous Motion Conference Paper Fast, robust quadruped locomotion over challenging terrain Kalakrishnan, M., Buchli, J., Pastor, P., Mistry, M., Schaal, S. In Robotics and Automation (ICRA), 2010 IEEE International Conference on, 2665-2670, May 2010, clmc URL BibTeX
Autonomous Motion Conference Paper Inverse dynamics control of floating base systems using orthogonal decomposition Mistry, M., Buchli, J., Schaal, S. In Robotics and Automation (ICRA), 2010 IEEE International Conference on, 3406-3412, May 2010, clmc URL BibTeX
Autonomous Motion Conference Paper Reinforcement learning of motor skills in high dimensions: A path integral approach Theodorou, E., Buchli, J., Schaal, S. In Robotics and Automation (ICRA), 2010 IEEE International Conference on, 2397-2403, May 2010, clmc URL BibTeX
Empirical Inference Article A Bayesian Framework to Account for Complex Non-Genetic Factors in Gene Expression Levels Greatly Increases Power in eQTL Studies Stegle, O., Parts, L., Durbin, R., Winn, J. PLoS Computational Biology, 6(5):1-11, May 2010 PDF Web DOI BibTeX
Empirical Inference Conference Paper A New Algorithm for Improving the Resolution of Cryo-EM Density Maps Hirsch, M., Schölkopf, B., Habeck, M. In Research in Computational Molecular Biology: 14th Annual International Conference (RECOMB 2010), Research in Computational Molecular Biology, Lecture Notes in Bioinformatics, Vol. 6044 , 174-188, (Editors: B Berger), Springer, Berlin, Germany, 14th International Conference on Research in Computational Molecular Biology (RECOMB 2010), May 2010 Web DOI BibTeX
Empirical Inference Article A Robust Bayesian Two-Sample Test for Detecting Intervals of Differential Gene Expression in Microarray Time Series Stegle, O., Denby, K., Cooke, E., Wild, D., Ghahramani, Z., Borgwardt, K. Journal of Computational Biology, 17(3):355-367, May 2010 Web DOI BibTeX
Empirical Inference Conference Paper Apprenticeship learning via soft local homomorphisms Boularias, A., Chaib-Draa, B. In Proceedings of the 2010 IEEE International Conference on Robotics and Automation (ICRA 2010), 2971-2976, IEEE, Piscataway, NJ, USA, 2010 IEEE International Conference on Robotics and Automation (ICRA 2010), May 2010 PDF Web DOI BibTeX
Empirical Inference Probabilistic Numerics Conference Paper Coherent Inference on Optimal Play in Game Trees Hennig, P., Stern, D., Graepel, T. In JMLR Workshop and Conference Proceedings Volume 9: AISTATS 2010, 326-333, (Editors: Teh, Y.W. , M. Titterington ), JMLR, Cambridge, MA, USA, Thirteenth International Conference on Artificial Intelligence and Statistics, May 2010 PDF Web BibTeX
Empirical Inference Article Diffusion Tensor Imaging in a Human PET/MR Hybrid System Boss, A., Kolb, A., Hofmann, M., Bisdas, S., Nägele, T., Ernemann, U., Stegger, L., Rossi, C., Schlemmer, H., Pfannenberg, C., et al. Investigative Radiology, 45(5):270-274, May 2010 Web DOI BibTeX
Empirical Inference Article Estimating predictive stimulus features from psychophysical data: The decision image technique applied to human faces Macke, J., Wichmann, F. Journal of Vision, 10(5:22):1-24, May 2010 Web DOI BibTeX