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Empirical Inference Article A Unifying View of Sparse Approximate Gaussian Process Regression Quinonero Candela, J., Rasmussen, C. Journal of Machine Learning Research, 6:1935-1959, December 2005 () PDF BibTeX
Empirical Inference Talk A taxonomy of semi-supervised learning algorithms Chapelle, O. Yahoo!, December 2005 () PDF BibTeX
Empirical Inference Conference Paper Kernel ICA for Large Scale Problems Jegelka, S., Gretton, A., Achlioptas, D. In :-, NIPS 2005 Workshop on Large Scale Kernel Machines, December 2005 () Web BibTeX
Empirical Inference Article Kernel Methods for Measuring Independence Gretton, A., Herbrich, R., Smola, A., Bousquet, O., Schölkopf, B. Journal of Machine Learning Research, 6:2075-2129, December 2005 () PDF PostScript PDF BibTeX
Empirical Inference Talk Some thoughts about Gaussian Processes Chapelle, O. NIPS 2005 Workshop on Open Problems in Gaussian Processes for Machine Learning, December 2005 () PDF Web BibTeX
Empirical Inference Technical Report Popper, Falsification and the VC-dimension Corfield, D., Schölkopf, B., Vapnik, V. (145), Max Planck Institute for Biological Cybernetics, November 2005 () PDF BibTeX
Empirical Inference Ph.D. Thesis Extension to Kernel Dependency Estimation with Applications to Robotics BakIr, G. Biologische Kybernetik, Technische Universität Berlin, Berlin, November 2005 () PDF PDF BibTeX
Empirical Inference Ph.D. Thesis Geometrical aspects of statistical learning theory Hein, M. Biologische Kybernetik, Darmstadt, Darmstadt, November 2005 () PDF BibTeX
Empirical Inference Poster Kernel methods for dependence testing in LFP-MUA Gretton, A., Belitski, A., Murayama, Y., Schölkopf, B., Logothetis, N. 35(689.17), 35th Annual Meeting of the Society for Neuroscience (Neuroscience 2005), November 2005 () Web BibTeX
Empirical Inference Conference Paper Training Support Vector Machines with Multiple Equality Constraints Kienzle, W., Schölkopf, B. In Machine Learning: ECML 2005, Proceedings of the 16th European Conference on Machine Learning, Lecture Notes in Computer Science, Vol. 3720, :182-193, (Editors: JG Carbonell and J Siekmann), Springer, Berlin, Germany, ECML, November 2005 () PDF DOI BibTeX
Empirical Inference Conference Paper Measuring Statistical Dependence with Hilbert-Schmidt Norms Gretton, A., Bousquet, O., Smola, A., Schoelkopf, B. In Algorithmic Learning Theory: 16th International Conference, ALT 2005, Algorithmic Learning Theory, Lecture Notes in Computer Science, Vol. 3734, :63-78, (Editors: S Jain and H-U Simon and E Tomita), Springer, Berlin, Germany, 16th International Conference ALT, October 2005 () PDF DOI BibTeX
Empirical Inference Conference Paper An Analysis of the Anti-Learning Phenomenon for the Class Symmetric Polyhedron Kowalczyk, A., Chapelle, O. In Algorithmic Learning Theory: 16th International Conference, :78-92, Algorithmic Learning Theory, October 2005 () PDF BibTeX
Empirical Inference Article Assessing Approximate Inference for Binary Gaussian Process Classification Kuss, M., Rasmussen, C. Journal of Machine Learning Research, 6:1679 , October 2005 () PDF PDF BibTeX
Empirical Inference Article Maximal Margin Classification for Metric Spaces Hein, M., Bousquet, O., Schölkopf, B. Journal of Computer and System Sciences, 71(3):333-359, October 2005 () PDF PDF DOI BibTeX
Empirical Inference Article Selective integration of multiple biological data for supervised network inference Kato, T., Tsuda, K., Asai, K. Bioinformatics, 21(10):2488 , October 2005 () PDF BibTeX
Empirical Inference Thesis Implicit Surfaces For Modelling Human Heads Steinke, F. Biologische Kybernetik, Eberhard-Karls-Universität, Tübingen, September 2005 () BibTeX
Empirical Inference Poster Classification of natural scenes using global image statistics Drewes, J., Wichmann, F., Gegenfurtner, K. Journal of Vision, 5(8):602, Fifth Annual Meeting of the Vision Sciences Society (VSS 2005), September 2005 () Web DOI BibTeX
Empirical Inference Article Clustering on the Unit Hypersphere using von Mises-Fisher Distributions Banerjee, A., Dhillon, I., Ghosh, J., Sra, S. Journal of Machine Learning Research, 6:1345-1382, September 2005 () PDF BibTeX
Empirical Inference Article Fast Protein Classification with Multiple Networks Tsuda, K., Shin, H., Schölkopf, B. Bioinformatics, 21(Suppl. 2):59-65, September 2005 () PDF Web DOI BibTeX
Empirical Inference Article Iterative Kernel Principal Component Analysis for Image Modeling Kim, K., Franz, M., Schölkopf, B. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(9):1351-1366, September 2005 () Web DOI BibTeX
Empirical Inference Poster Learning an Interest Operator from Eye Movements Kienzle, W., Franz, M., Wichmann, F., Schölkopf, B. International Workshop on Bioinspired Information Processing (BIP 2005), 2005:1, September 2005 () PDF Web BibTeX
Empirical Inference Ph.D. Thesis Machine Learning Methods for Brain-Computer Interdaces Lal, T. Biologische Kybernetik, University of Darmstadt, September 2005 () Web BibTeX
Empirical Inference Poster Rapid animal detection in natural scenes: Critical features are local Wichmann, F., Rosas, P., Gegenfurtner, K. Journal of Vision, 5(8):376, Fifth Annual Meeting of the Vision Sciences Society (VSS 2005), September 2005 () Web DOI BibTeX
Empirical Inference Article Support Vector Machines for 3D Shape Processing Steinke, F., Schölkopf, B., Blanz, V. Computer Graphics Forum, 24(3, EUROGRAPHICS 2005):285-294, September 2005 () PDF BibTeX
Empirical Inference Technical Report A Combinatorial View of Graph Laplacians Huang, J. (144), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, August 2005 () BibTeX
Empirical Inference Article Phenotypic characterization of chondrosarcoma-derived cell lines Schorle, C., Finger, F., Zien, A., Block, J., Gebhard, P., Aigner, T. Cancer Letters, 226(2):143-154, August 2005 () Web BibTeX
Empirical Inference Technical Report Beyond Pairwise Classification and Clustering Using Hypergraphs Zhou, D., Huang, J., Schölkopf, B. (143), Max Planck Institute for Biological Cybernetics, August 2005 () PDF BibTeX
Empirical Inference Conference Paper Building Sparse Large Margin Classifiers Wu, M., Schölkopf, B., BakIr, G. In Proceedings of the 22nd International Conference on Machine Learning, :996-1003, (Editors: L De Raedt and S Wrobel ), ACM, New York, NY, USA, ICML 2005 , August 2005 () PDF DOI BibTeX
Empirical Inference Talk Building Sparse Large Margin Classifiers Wu, M., Schölkopf, B., BakIr, G. The 22nd International Conference on Machine Learning (ICML 2005), August 2005 () PDF BibTeX
Empirical Inference Conference Paper Large Margin Non-Linear Embedding Zien, A., Candela, J. In Proceedings of the 22nd International Conference on Machine Learning (ICML 2005), ICML 2005, :1065-1072, (Editors: De Raedt, L. , S. Wrobel), ACM Press, New York, NY, USA, 22nd International Conference on Machine Learning, August 2005 () PDF PostScript Web DOI BibTeX
Empirical Inference Conference Paper Learning from Labeled and Unlabeled Data on a Directed Graph Zhou, D., Huang, J., Schölkopf, B. In Proceedings of the 22nd International Conference on Machine Learning, :1041 -1048, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, August 2005 () PostScript PDF BibTeX
Empirical Inference Talk Learning from Labeled and Unlabeled Data on a Directed Graph Zhou, D. The 22nd International Conference on Machine Learning, August 2005 () PDF BibTeX
Empirical Inference Article Local Rademacher Complexities Bartlett, P., Bousquet, O., Mendelson, S. The Annals of Statistics, 33(4):1497-1537, August 2005 () PDF PostScript Web BibTeX
Empirical Inference Conference Paper Regularization on Discrete Spaces Zhou, D., Schölkopf, B. In Pattern Recognition, Proceedings of the 27th DAGM Symposium, Pattern Recognition, Lecture Notes in Computer Science, Vol. 3663, :361-368, (Editors: WG Kropatsch and R Sablatnig and A Hanbury), Springer, Berlin, Germany, 27th DAGM Symposium, August 2005 () PDF PostScript DOI BibTeX
Empirical Inference Conference Paper A Machine Learning Approach to Conjoint Analysis Chapelle, O., Harchaoui, Z. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :257-264, (Editors: Saul, L.K. , Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper An Auditory Paradigm for Brain-Computer Interfaces Hill, N., Lal, T., Bierig, K., Birbaumer, N., Schölkopf, B. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :569-576, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Breaking SVM Complexity with Cross-Training Bakir, G., Bottou, L., Weston, J. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :81-88, (Editors: Saul, L.K. , Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Face Detection: Efficient and Rank Deficient Kienzle, W., BakIr, G., Franz, M., Schölkopf, B. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :673-680, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Implicit Wiener series for higher-order image analysis Franz, M., Schölkopf, B. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :465-472, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Kernel Methods for Implicit Surface Modeling Schölkopf, B., Giesen, J., Spalinger, S. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :1193-1200, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Article Learning the Kernel with Hyperkernels Ong, C., Smola, A., Williamson, R. Journal of Machine Learning Research, 6:1043-1071, July 2005 () PDF BibTeX
Empirical Inference Conference Paper Limits of Spectral Clustering von Luxburg, U., Bousquet, O., Belkin, M. In Advances in Neural Information Processing Systems 17: Proceedings of the 2004 Conference, Advances in Neural Information Processing Systems 17, :857-864, (Editors: Saul, L. K., Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Machine Learning Applied to Perception: Decision Images for Classification Wichmann, F., Graf, A., Simoncelli, E., Bülthoff, H., Schölkopf, B. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :1489-1496, (Editors: LK, Saul and Y, Weiss and L, Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Matrix Exponential Gradient Updates for On-line Learning and Bregman Projection Tsuda, K., Rätsch, G., Warmuth, M. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :1425-1432, (Editors: Saul, L.K. , Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Methods Towards Invasive Human Brain Computer Interfaces Lal, T., Hinterberger, T., Widman, G., Schröder, M., Hill, J., Rosenstiel, W., Elger, C., Schölkopf, B., Birbaumer, N. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :737-744, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Semi-supervised Learning on Directed Graphs Zhou, D., Schölkopf, B., Hofmann, T. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 17, :1633-1640, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 () PDF Web BibTeX
Empirical Inference Conference Paper Splines with non positive kernels Canu, S., Ong, C., Mary, X. In More Progresses in Analysis: Proceedings of the 5th International ISAAC Congress, 5th International ISAAC Congress, :1-10, (Editors: Begehr, H. G.W., F. Nicolosi), World Scientific, Singapore, 5th International ISAAC Congress, July 2005 () PDF Web BibTeX
Empirical Inference Poster Comparative evaluation of Independent Components Analysis algorithms for isolating target-relevant information in brain-signal classification Hill, N., Schröder, M., Lal, T., Schölkopf, B. Brain-Computer Interface Technology, 3:95, June 2005 () PDF BibTeX
Empirical Inference Talk Machine-Learning Approaches to BCI in Tübingen Bensch, M., Bogdan, M., Hill, N., Lal, T., Rosenstiel, W., Schölkopf, B., Schröder, M. Brain-Computer Interface Technology, June 2005, Talk given by NJH. () BibTeX
Micro, Nano, and Molecular Systems Patent Method and apparatus for measuring and monitoring distances, physical properties, and phase changes for light based on a ring-resonator June 2005 () BibTeX