Publications of O Bousquet

Quinonero Candela, J.; Rasmussen, C.; Sinz, F.; Bousquet, O.; Schölkopf, B.: Evaluating Predictive Uncertainty Challenge. In: Machine Learning Challenges. Evaluating Predictive Uncertainty, Visual Object Classification, and Recognising Tectual Entailment: First PASCAL Machine Learning Challenges Workshop, MLCW 2005, Southampton, UK, April 11-13, 2005, pp. 1 - 27 (Eds. Quiñonero-Candela, J.; Dagan, I.; Magnini, B.; d’Alché-Buc, F.). First PASCAL Machine Learning Challenges Workshop (MLCW 2005), Southampton, UK, April 11, 2005 - April 13, 2005. Springer, Berlin, Germany (2006)

Gretton, A.; Bousquet, O.; Smola, A.; Schölkopf, B.: Measuring Statistical Dependence with Hilbert-Schmidt Norms. In: Algorithmic Learning Theory: 16th International Conference, ALT 2005, Singapore, October 8-11, 2005, pp. 63 - 78 (Eds. Jain, S.; Simon, H.; Tomita, E.). 16th International Conference on Algorithmic Learning Theory (ALT 2005), Singapore, October 08, 2005 - October 11, 2005. Springer, Berlin, Germany (2005)

von Luxburg, U.; Bousquet, O.; Belkin, M.: Limits of Spectral Clustering. In: Advances in Neural Information Processing Systems 17, pp. 857 - 864 (Eds. Saul, L.; Weiss, Y.; Bottou, L.). Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), Vancouver, BC, Kanada, December 13, 2004 - December 16, 2004. MIT Press, Cambridge, MA, USA (2005)

Weston, J.; Schölkopf, B.; Bousquet, O.: Joint Kernel Maps. In: Computational Intelligence and Bioinspired Systems: 8th International Work-Conference on Artificial Neural Networks, IWANN 2005, Vilanova i la Geltrú, Barcelona, Spain, June 8-10, 2005, pp. 176 - 191 (Eds. Cabestany, J.; Prieto, A.; Sandoval, F.). 8th International Work-Conference on Artificial Neural Networks (IWANN 2005), Barcelona, Spain, June 08, 2005 - June 10, 2005. Springer, Berlin, Germany (2005)

Gretton, A.; Smola, A.; Bousquet, O.; Herbrich, R.; Belitski, A.; Augath, M.; Murayama, Y.; Pauls, J.; Schölkopf, B.; Logothetis, N.: Kernel Constrained Covariance for Dependence Measurement. In: AISTATS 2005: Tenth International Workshop onArtificial Intelligence and Statistics, pp. 112 - 119 (Eds. Cowell, R.; Ghahramani, Z.). Tenth International Workshop on Artificial Intelligence and Statistics (AI Statistics 2005), Barbados, January 06, 2005 - January 08, 2005. The Society for Artificial Intelligence and Statistics (2005)

Hein, M.; Bousquet, O.: Hilbertian Metrics and Positive Definite Kernels on Probability Measures. In: AISTATS 2005: Tenth International Workshop onArtificial Intelligence and Statistics, pp. 136 - 143 (Eds. Cowell, R.; Ghahramani, Z.). Tenth International Workshop on Artificial Intelligence and Statistics (AI Statistics 2005), Barbados, January 06, 2005 - January 08, 2005. The Society for Artificial Intelligence and Statistics (2005)

Boucheron, S.; Lugosi, G.; Bousquet, O.: Concentration Inequalities. In: Advanced Lectures on Machine Learning: ML Summer Schools 2003, Canberra, Australia, February 2 - 14, 2003, Tübingen, Germany, August 4 - 16, 2003, pp. 208 - 240 (Eds. Bousquet, O.; von Luxburg, U.; Rätsch, G.). ML Summer Schools 2003, Tübingen, Germany, August 04, 2003 - August 16, 2003. Springer, Berlin, Germany (2004)

Bousquet, O.; Boucheron, S.; Lugosi, G.: Introduction to Statistical Learning Theory. In: Advanced Lectures on Machine Learning: ML Summer Schools 2003, Canberra, Australia, February 2 - 14, 2003, Tübingen, Germany, August 4 - 16, 2003, pp. 169 - 207 (Eds. Bousquet, O.; von Luxburg, U.; Rätsch, G.). Springer, Berlin, Germany (2004)

Hein, H.; Lal, T.; Bousquet, O.: Hilbertian Metrics on Probability Measures and their Application in SVM's. In: Pattern Recognition: 26th DAGM Symposium, Tübingen, Germany, August 30 - September 1, 2004, pp. 270 - 277 (Eds. Rasmussen, C.; Bülthoff, H.; Schölkopf, B.; Giese, M.). 26th Annual Symposium of the German Association for Pattern Recognition (DAGM 2004), Tübingen, Germany, August 30, 2004 - September 01, 2004. Springer, Berlin, Germany (2004)

von Luxburg, U.; Bousquet, O.; Belkin, M.: On the Convergence of Spectral Clustering on Random Samples: The Normalized Case. In: Learning Theory: 17th Annual Conference on Learning Theory, COLT 2004, Banff, Canada, July 1-4, pp. 457 - 471 (Eds. Shawe-Taylor, J.; Singer, Y.). 17th Annual Conference on Learning Theory (COLT 2004), Banff, Canada, July 01, 2004 - July 04, 2004. Springer, Berlin, Germany (2004)

Zwald, L.; Bousquet, O.; Blanchard , G.: Statistical Properties of Kernel Principal Component Analysis. In: Learning Theory: 17th Annual Conference on Learning Theory, COLT 2004, Banff, Canada, July 1-4, pp. 594 - 608 (Eds. Shawe-Taylor, J.; Singer, Y.). 17th Annual Conference on Learning Theory (COLT 2004), Banff, Canada, July 01, 2004 - July 04, 2004. Springer, Berlin, Germany (2004)

Audibert, J.-Y.; Bousquet, O.: PAC-Bayesian Generic Chaining. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 1125 - 1132 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 08, 2003 - December 13, 2003. MIT Press, Cambridge, MA, USA (2004)

Bousquet, O.; Chapelle, O.; Hein, M.: Measure Based Regularization. In: Advances in Neural Information Processing Systems 16, pp. 1221 - 1228 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 09, 2003 - December 11, 2003. MIT Press, Cambridge, MA, USA (2004)

Zhou, D.; Bousquet, O.; Lal, T.; Weston, J.; Schölkopf, B.: Learning with Local and Global Consistency. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 321 - 328 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 08, 2003 - December 13, 2003. MIT Press, Cambridge, MA, USA (2004)

Zhou, D.; Weston, J.; Gretton, A.; Bousquet, O.; Schölkopf, B.: Ranking on Data Manifolds. Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 09, 2003 - December 11, 2003. Advances in Neural Information Processing Systems 16, pp. 169 - 176 (2004)

Hein, M.; Bousquet, O.: Maximal Margin Classification for Metric Spaces. In: Learning Theory and Kernel Machines: 16th Annual Conference on Learning Theory and 7th Kernel Workshop, COLT/Kernel 2003, Washington, DC, USA, August 24-27, 2003, pp. 72 - 86 (Eds. Schölkopf, B.; Warmuth, M.). 16th Annual Conference on Learning Theory and 7th Kernel Workshop (COLT/Kernel 2003), Washington, DC, USA, August 24, 2003 - August 27, 2003. Springer, Berlin, Germany (2004)

Bousquet, O.; Herrmann, D.: On the Complexity of Learning the Kernel Matrix. In: Advances in Neural Information Processing Systems 15, pp. 399 - 406 (Eds. Becker, S.; Thrun, S.; Obermayer, K.). Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), Vancouver, Canada, December 09, 2002 - December 14, 2002. MIT Press, Cambridge, MA, USA (2003)

von Luxburg, U.; Bousquet, O.: Distance-based classification with Lipschitz functions. In: Learning Theory and Kernel Machines: 16th Annual Conference on Learning Theory and 7th Kernel Workshop, COLT/Kernel 2003, Washington, DC, USA, August 24-27, 2003, pp. 314 - 328 (Eds. Schölkopf, B.; Warmuth, M.). 16th Annual Conference on Learning Theory and 7th Kernel Workshop (COLT/Kernel 2003), Washington, DC, USA, August 24, 2003 - August 27, 2003. Springer, Berlin, Germany (2003)

Bousquet, O.; Perez-Cruz, F.: Kernel Methods and Their Applications to Signal Processing. In: IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '03), Vol. 4, pp. 860 - 863. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2003), Hong Kong, China , April 06, 2003 - April 10, 2003. IEEE, Piscataway, NJ, USA (2003)

Weston, J.; Perez-Cruz , F.; Bousquet, O.; Chapelle, O.; Elisseeff, A.; Schölkopf, B.: KDD Cup 2001 data analysis: prediction of molecular bioactivity for drug Design-Binding to Thrombin. In: KDD-2001 Cup: The Genomics Challenge. KDD-2001 Cup: The Genomics Challenge, August 26, 2001. (2001)