| 2009 |
| 16 | EE | Markus 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 |
| 15 | EE | Markus Maier,
Ulrike von Luxburg,
Matthias Hein:
Influence of graph construction on graph-based clustering measures.
NIPS 2008: 1025-1032 |
| 14 | EE | Florian Steinke,
Matthias Hein:
Non-parametric Regression Between Manifolds.
NIPS 2008: 1561-1568 |
| 13 | EE | Florian 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) |
| 12 | EE | Piotr 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 |
| 10 | EE | Markus Maier,
Matthias Hein,
Ulrike von Luxburg:
Cluster Identification in Nearest-Neighbor Graphs.
ALT 2007: 196-210 |
| 2006 |
| 9 | EE | Matthias Hein:
Uniform Convergence of Adaptive Graph-Based Regularization.
COLT 2006: 50-64 |
| 8 | EE | Matthias Hein,
Markus Maier:
Manifold Denoising.
NIPS 2006: 561-568 |
| 7 | EE | Matthias Hein,
Jean-Yves Audibert,
Ulrike von Luxburg:
Graph Laplacians and their convergence on random neighborhood graphs
CoRR abs/math/0608522: (2006) |
| 2005 |
| 6 | EE | Matthias Hein,
Jean-Yves Audibert,
Ulrike von Luxburg:
From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians.
COLT 2005: 470-485 |
| 5 | EE | Matthias Hein,
Jean-Yves Audibert:
Intrinsic dimensionality estimation of submanifolds in Rd.
ICML 2005: 289-296 |
| 4 | EE | Matthias Hein,
Olivier Bousquet,
Bernhard Schölkopf:
Maximal margin classification for metric spaces.
J. Comput. Syst. Sci. 71(3): 333-359 (2005) |
| 2004 |
| 3 | EE | Matthias Hein,
Thomas Navin Lal,
Olivier Bousquet:
Hilbertian Metrics on Probability Measures and Their Application in SVM?s.
DAGM-Symposium 2004: 270-277 |
| 2003 |
| 2 | EE | Matthias Hein,
Olivier Bousquet:
Maximal Margin Classification for Metric Spaces.
COLT 2003: 72-86 |
| 1 | EE | Olivier Bousquet,
Olivier Chapelle,
Matthias Hein:
Measure Based Regularization.
NIPS 2003 |