Empirical Inference Article Prototype Classification: Insights from Machine Learning Graf, A., Bousquet, O., Rätsch, G., Schölkopf, B. Neural Computation, 21(1):272-300, January 2009 PDF Web DOI BibTeX

Empirical Inference Article Consistency of Spectral Clustering von Luxburg, U., Belkin, M., Bousquet, O. Annals of Statistics, 36(2):555-586, April 2008 PDF DOI BibTeX

Empirical Inference Book Chapter Joint Kernel Maps Weston, J., Bakir, G., Bousquet, O., Mann, T., Noble, W., Schölkopf, B. In Predicting Structured Data, 67-84, Advances in neural information processing systems, (Editors: GH Bakir and T Hofmann and B Schölkopf and AJ Smola and B Taskar and SVN Vishwanathan), MIT Press, Cambridge, MA, USA, September 2007 Web BibTeX

Empirical Inference Article Comment on “Support vector machines with applications” by J. M. Moguerza and A. Muñoz Bousquet, O., Schölkopf, B. Statistical Science, 21(3):337-340, August 2006 DOI BibTeX

Empirical Inference Conference Paper Evaluating Predictive Uncertainty Challenge Quinonero Candela, J., Rasmussen, C., Sinz, F., Bousquet, O., Schölkopf, B. In Machine Learning Challenges: First PASCAL Machine Learning Challenges Workshop (MLCW 2005), Machine Learning Challenges: Evaluating Predictive Uncertainty, Visual Object Classification, and Recognising Tectual Entailment, 1-27, (Editors: J Quiñonero Candela and I Dagan and B Magnini and F d’Alché-Buc), Springer, Berlin, Germany, First PASCAL Machine Learning Challenges Workshop (MLCW 2005), April 2006 PDF Web DOI BibTeX

Empirical Inference Article Statistical Properties of Kernel Principal Component Analysis Blanchard, G., Bousquet, O., Zwald, L. Machine Learning, 66(2-3):259-294, March 2006 PDF PDF DOI 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 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 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 Local Rademacher Complexities Bartlett, P., Bousquet, O., Mendelson, S. The Annals of Statistics, 33(4):1497-1537, August 2005 PDF PostScript Web BibTeX