Matthias Hein
Note: Matthias Hein has transitioned from the institute (Alumni).
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
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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
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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
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Empirical Inference
Technical Report
Kernels, Associated Structures and Generalizations
Hein, M., Bousquet, O.
(127), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, July 2004
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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
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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
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Empirical Inference
Article
Numerical evolution of axisymmetric, isolated
systems in general relativity
Frauendiener, J., Hein, M.
Physical Review D, 66:124004-124004, 2002
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