Publications of O Bousquet
All genres
Conference Paper (21)
41.
Conference Paper
Algorithmic Stability and Generalization Performance. In: Advances in Neural Information Processing Systems 13, pp. 196 - 202 (Eds. Leen, T.; Dietterich, T.; Tresp, V.). Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), Denver, CO, USA, November 27, 2000 - December 02, 2000. MIT Press, Cambridge, MA, USA (2001)
Talk (8)
42.
Talk
Advanced Statistical Learning Theory. Machine Learning Summer School (MLSS 2004), Berder, France (2004)
43.
Talk
Introduction to Category Theory. Max Planck Institute for Biological Cybernetics: Internal Seminar, Tübingen, Germany (2004)
44.
Talk
Remarks on Statistical Learning Theory. 3rd Machine Learning Summer School (MLSS 2003), Tübingen, Germany (2003)
45.
Talk
Statistical Learning Theory. 3rd Machine Learning Summer School (MLSS 2003), Tübingen, Germany (2003)
46.
Talk
Rademacher and Gaussian averages in Learning Theory. Université Paris-Est Marne-la-Vallée, Champs-sur-Marne, France (2003)
47.
Talk
Statistical Learning Theory. Interdisziplinäres Kolleg Günne 2003: Applications, Brains and Computers, Günne, Germany (2003)
48.
Talk
Concentration Inequalities and Data-Dependent Error Bounds. Friedrich-Schiller-Universität, Jena, Germany (2003)
49.
Talk
Transductive Learning: Motivation, Models, Algorithms. University of New Mexico, Albuquerque, NM, USA (2002)
Poster (2)
50.
Poster
Kernel-based dependence detection in the Macaque visual cortex. Computational and Systems Neuroscience Meeting (COSYNE 2005), Salt Lake City, UT, USA (2005)
51.
Poster
Kernel-based measures of dependence in the Macaque visual cortex. Computational and Systems Neuroscience Meeting (COSYNE 2005), Salt Lake City, UT, USA (2005)
Thesis - PhD (1)
52.
Thesis - PhD
Concentration Inequalities and Empirical Processes Theory Applied to the Analysis of Learning Algorithms. Dissertation, 235 pp., École Polytechnique: Department of Applied Mathematics, Paris, France (2002)
Report (11)
53.
Report
140). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2005), 16 pp.
Measuring Statistical Dependence with Hilbert-Schmidt Norms (Technical Report of the Max Planck Institute for Biological Cybernetics, 54.
Report
134). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2004), 34 pp.
Consistency of Spectral Clustering (Technical Report of the Max Planck Institute for Biological Cybernetics, 55.
Report
131). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2004), 9 pp.
Joint Kernel Maps (Technical Report of the Max Planck Institute for Biological Cybernetics, 56.
Report
130). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2004), 18 pp.
Behaviour and Convergence of the Constrained Covariance (Technical Report of the Max Planck Institute for Biological Cybernetics, 57.
Report
126). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2004), 8 pp.
Hilbertian Metrics and Positive Definite Kernels on Probability Measures (Max Planck Institute for Biological Cybernetics, 58.
Report
127). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2004), 14 pp.
Kernels, Associated Structures and Generalizations (Technical Report of the Max Planck Institute for Biological Cybernetics, 59.
Report
112). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2003), 8 pp.
Learning with Local and Global Consistency (Technical Report of the Max Planck Institute for Biological Cybernetics, 60.
Report
113). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2003), 8 pp.
Ranking on Data Manifolds (Technical Report of the Max Planck Institute for Biological Cybernetics,