Empirical Inference Technical Report Behaviour and Convergence of the Constrained Covariance Gretton, A., Smola, A., Bousquet, O., Herbrich, R., Schölkopf, B., Logothetis, N. (130), MPI for Biological Cybernetics, 2004 PDF BibTeX

Empirical Inference Book Chapter Concentration Inequalities Boucheron, S., Lugosi, G., Bousquet, O. In Lecture Notes in Artificial Intelligence 3176:208-240, (Editors: Bousquet, O., U. von Luxburg and G. Rätsch), Springer, Heidelberg, Germany, 2004 PDF BibTeX

Empirical Inference Conference Paper Hilbertian Metrics on Probability Measures and their Application in SVM’s Hein, H., Lal, T., Bousquet, O. In Pattern Recognition, Proceedings of th 26th DAGM Symposium, 3175:270-277, Lecture Notes in Computer Science, (Editors: Rasmussen, C. E., H. H. Bülthoff, M. Giese and B. Schölkopf), Pattern Recognition, Proceedings of th 26th DAGM Symposium, 2004 PDF PostScript BibTeX

Empirical Inference Book Chapter Introduction to Statistical Learning Theory Bousquet, O., Boucheron, S., Lugosi, G. In Lecture Notes in Artificial Intelligence 3176:169-207, (Editors: Bousquet, O., U. von Luxburg and G. Rätsch), Springer, Heidelberg, Germany, 2004 PDF BibTeX

Empirical Inference Article Kernel Methods and their Potential Use in Signal Processing Perez-Cruz, F., Bousquet, O. IEEE Signal Processing Magazine, (Special issue on Signal Processing for Mining), 2004 (Accepted) PostScript BibTeX

Empirical Inference Conference Paper Maximal Margin Classification for Metric Spaces Hein, M., Bousquet, O. In Learning Theory and Kernel Machines, 72-86, (Editors: Schölkopf, B. and Warmuth, M. K.), Springer, Heidelberg, Germany, 16. Annual Conference on Computational Learning Theory / COLT Kernel, 2004 PDF PostScript PDF DOI BibTeX

Empirical Inference Conference Paper On the Convergence of Spectral Clustering on Random Samples: The Normalized Case von Luxburg, U., Bousquet, O., Belkin, M. In Proceedings of the 17th Annual Conference on Learning Theory, 457-471, Proceedings of the 17th Annual Conference on Learning Theory, 2004 PDF PostScript BibTeX

Empirical Inference Article Statistical Performance of Support Vector Machines Blanchard, G., Bousquet, O., Massart, P. 2004 PostScript BibTeX

Empirical Inference Article Concentration Inequalities for Sub-Additive Functions Using the Entropy Method Bousquet, O. Stochastic Inequalities and Applications, 56:213-247, Progress in Probability, (Editors: Giné, E., C. Houdré and D. Nualart), November 2003 PostScript BibTeX

Empirical Inference Conference Paper On the Complexity of Learning the Kernel Matrix Bousquet, O., Herrmann, D. In Advances in Neural Information Processing Systems, 15, Advances in Neural Information Processing Systems 15, 399-406, (Editors: Becker, S. , S. Thrun, K. Obermayer), The MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), October 2003 PDF Web BibTeX