Matthias Hein

Empirical Inference Alumni

Empirical Inference Conference Paper From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians Hein, M., Audibert, J., von Luxburg, U. In Proceedings of the 18th Conference on Learning Theory (COLT), 470-485, Conference on Learning Theory, 2005, Student Paper Award PDF BibTeX

Empirical Inference Conference Paper Intrinsic Dimensionality Estimation of Submanifolds in Euclidean space Hein, M., Audibert, Y. In Proceedings of the 22nd International Conference on Machine Learning, 289 , (Editors: De Raedt, L. , S. Wrobel), ICML Bonn, 2005 PDF BibTeX

Empirical Inference Technical Report Hilbertian Metrics and Positive Definite Kernels on Probability Measures Hein, M., Bousquet, O. (126), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, July 2004 PDF BibTeX

Empirical Inference Technical Report Kernels, Associated Structures and Generalizations Hein, M., Bousquet, O. (127), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, July 2004 PDF BibTeX

Empirical Inference Conference Paper Measure Based Regularization Bousquet, O., Chapelle, O., Hein, M. In Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 16, 1221-1228, (Editors: Thrun, S., L. Saul, B. Schölkopf), MIT Press, Cambridge, MA, USA, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), June 2004 PDF Web 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 Article Numerical evolution of axisymmetric, isolated systems in general relativity Frauendiener, J., Hein, M. Physical Review D, 66:124004-124004, 2002 GZIP BibTeX