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Matthias Hein

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2009
16EEMarkus Maier, Matthias Hein, Ulrike von Luxburg: Optimal construction of k-nearest-neighbor graphs for identifying noisy clusters. Theor. Comput. Sci. 410(19): 1749-1764 (2009)
2008
15EEMarkus Maier, Ulrike von Luxburg, Matthias Hein: Influence of graph construction on graph-based clustering measures. NIPS 2008: 1025-1032
14EEFlorian Steinke, Matthias Hein: Non-parametric Regression Between Manifolds. NIPS 2008: 1561-1568
13EEFlorian Steinke, Matthias Hein, Jan Peters, Bernhard Schölkopf: Manifold-valued Thin-Plate Splines with Applications in Computer Graphics. Comput. Graph. Forum 27(2): 437-448 (2008)
12EEPiotr Didyk, Rafal Mantiuk, Matthias Hein, Hans-Peter Seidel: Enhancement of Bright Video Features for HDR Displays. Comput. Graph. Forum 27(4): 1265-1274 (2008)
2007
11 Matthias Hein, Markus Maier: Manifold Denoising as Preprocessing for Finding Natural Representations of Data. AAAI 2007: 1646-1649
10EEMarkus Maier, Matthias Hein, Ulrike von Luxburg: Cluster Identification in Nearest-Neighbor Graphs. ALT 2007: 196-210
2006
9EEMatthias Hein: Uniform Convergence of Adaptive Graph-Based Regularization. COLT 2006: 50-64
8EEMatthias Hein, Markus Maier: Manifold Denoising. NIPS 2006: 561-568
7EEMatthias Hein, Jean-Yves Audibert, Ulrike von Luxburg: Graph Laplacians and their convergence on random neighborhood graphs CoRR abs/math/0608522: (2006)
2005
6EEMatthias Hein, Jean-Yves Audibert, Ulrike von Luxburg: From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians. COLT 2005: 470-485
5EEMatthias Hein, Jean-Yves Audibert: Intrinsic dimensionality estimation of submanifolds in Rd. ICML 2005: 289-296
4EEMatthias Hein, Olivier Bousquet, Bernhard Schölkopf: Maximal margin classification for metric spaces. J. Comput. Syst. Sci. 71(3): 333-359 (2005)
2004
3EEMatthias Hein, Thomas Navin Lal, Olivier Bousquet: Hilbertian Metrics on Probability Measures and Their Application in SVM?s. DAGM-Symposium 2004: 270-277
2003
2EEMatthias Hein, Olivier Bousquet: Maximal Margin Classification for Metric Spaces. COLT 2003: 72-86
1EEOlivier Bousquet, Olivier Chapelle, Matthias Hein: Measure Based Regularization. NIPS 2003

Coauthor Index

1Jean-Yves Audibert [5] [6] [7]
2Olivier Bousquet [1] [2] [3] [4]
3Olivier Chapelle [1]
4Piotr Didyk [12]
5Thomas Navin Lal [3]
6Ulrike von Luxburg [6] [7] [10] [15] [16]
7Markus Maier [8] [10] [11] [15] [16]
8Rafal Mantiuk [12]
9Jan Peters [13]
10Bernhard Schölkopf [4] [13]
11Hans-Peter Seidel [12]
12Florian Steinke [13] [14]

Colors in the list of coauthors

Copyright © Sun May 17 03:24:02 2009 by Michael Ley (ley@uni-trier.de)