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Publications of Author

1. Matthias Hein
   Uniform Convergence of Adaptive Graph-Based Regularization. [Citation Graph (0, 0)][DBLP]
   COLT, 2006, pp:50-64 [Conf]
   
2. Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg
   From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians. [Citation Graph (0, 0)][DBLP]
   COLT, 2005, pp:470-485 [Conf]
   
3. Matthias Hein, Olivier Bousquet
   Maximal Margin Classification for Metric Spaces. [Citation Graph (0, 0)][DBLP]
   COLT, 2003, pp:72-86 [Conf]
   
4. Matthias Hein, Thomas Navin Lal, Olivier Bousquet
   Hilbertian Metrics on Probability Measures and Their Application in SVM?s. [Citation Graph (0, 0)][DBLP]
   DAGM-Symposium, 2004, pp:270-277 [Conf]
   
5. Matthias Hein, Jean-Yves Audibert
   Intrinsic dimensionality estimation of submanifolds in R^d. [Citation Graph (0, 0)][DBLP]
   ICML, 2005, pp:289-296 [Conf]
   
6. Olivier Bousquet, Olivier Chapelle, Matthias Hein
   Measure Based Regularization. [Citation Graph (0, 0)][DBLP]
   NIPS, 2003, pp:- [Conf]
   
7. Matthias Hein, Olivier Bousquet, Bernhard Schölkopf
   Maximal margin classification for metric spaces. [Citation Graph (0, 0)][DBLP]
   J. Comput. Syst. Sci., 2005, v:71, n:3, pp:333-359 [Journal]
   
8. Matthias Hein, Markus Maier
   Manifold Denoising as Preprocessing for Finding Natural Representations of Data. [Citation Graph (0, 0)][DBLP]
   AAAI, 2007, pp:1646-1649 [Conf]
   
9. Markus Maier, Matthias Hein, Ulrike von Luxburg
   Cluster Identification in Nearest-Neighbor Graphs. [Citation Graph (0, 0)][DBLP]
   ALT, 2007, pp:196-210 [Conf]
   
10. Matthias Hein, Markus Maier
    Manifold Denoising. [Citation Graph (0, 0)][DBLP]
    NIPS, 2006, pp:561-568 [Conf]
    
11. Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg
    Graph Laplacians and their convergence on random neighborhood graphs [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
    
12. 
    Spectral clustering based on the graph p-Laplacian. [Citation Graph (, )][DBLP]
    
    
13. 
    Non-parametric Regression Between Manifolds. [Citation Graph (, )][DBLP]
    
    
14. 
    Influence of graph construction on graph-based clustering measures. [Citation Graph (, )][DBLP]
    
    
15. 
    Manifold-valued Thin-Plate Splines with Applications in Computer Graphics. [Citation Graph (, )][DBLP]
    
    
16. 
    Enhancement of Bright Video Features for HDR Displays. [Citation Graph (, )][DBLP]
    
    
17. 
    Hitting times, commute distances and the spectral gap for large random geometric graphs [Citation Graph (, )][DBLP]