Matthias Hein

	2012
33		Syama Sundar Rangapuram, Matthias Hein: Constrained 1-Spectral Clustering. Journal of Machine Learning Research - Proceedings Track 22: 1143-1151 (2012)
	2011
32		Michael Grimm, Alexander Krah, Noman Murtaza, Rajesh Kumar Sharma, Markus Herrmann Landmann, Reiner S. Thomä, Albert Heuberger, Matthias Hein: Performance evaluation of directional spectrum sensing using an over-the-air testbed. CogART 2011: 17
31		Martin Slawski, Matthias Hein: Sparse recovery by thresholded non-negative least squares. NIPS 2011: 1926-1934
30		Matthias Hein, Simon Setzer: Beyond Spectral Clustering - Tight Relaxations of Balanced Graph Cuts. NIPS 2011: 2366-2374
29		Markus Maier, Ulrike von Luxburg, Matthias Hein: How the result of graph clustering methods depends on the construction of the graph CoRR abs/1102.2075: (2011)
28		Matthias Hein, Gábor Lugosi, Lorenzo Rosasco, Steve Smale: Mathematical and Computational Foundations of Learning Theory (Dagstuhl Seminar 11291). Dagstuhl Reports 1(7): 53-69 (2011)
	2010
27		Ulrike von Luxburg, Agnes Radl, Matthias Hein: Getting lost in space: Large sample analysis of the resistance distance. NIPS 2010: 2622-2630
26		Matthias Hein, Thomas Bühler: An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA. NIPS 2010: 847-855
25		Ulrike von Luxburg, Agnes Radl, Matthias Hein: Hitting times, commute distances and the spectral gap for large random geometric graphs CoRR abs/1003.1266: (2010)
24		Matthias Hein, Thomas Bühler: An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA CoRR abs/1012.0774: (2010)
23		Florian Steinke, Matthias Hein, Bernhard Schölkopf: Nonparametric Regression between General Riemannian Manifolds. SIAM J. Imaging Sciences 3(3): 527-563 (2010)
	2009
22		Thomas Bühler, Matthias Hein: Spectral clustering based on the graph p-Laplacian. ICML 2009: 11
21		Matthias Hein: Robust Nonparametric Regression with Metric-Space Valued Output. NIPS 2009: 718-726
20		Kwang In Kim, Florian Steinke, Matthias Hein: Semi-supervised Regression using Hessian energy with an application to semi-supervised dimensionality reduction. NIPS 2009: 979-987
19		Andreas Keller, Nicole Ludwig, Sabrina Heisel, Petra Leidinger, Claudia Andres, Wolf-Ingo Steudel, Hanno Huwer, Bernhard Burgeth, Matthias Hein, Joachim Weickert, Eckart Meese, Hans-Peter Lenhof: Large-scale antibody profiling of human blood sera: The future of molecular diagnosis. Informatik Spektrum 32(4): 332-338 (2009)
18		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
17		Markus Maier, Ulrike von Luxburg, Matthias Hein: Influence of graph construction on graph-based clustering measures. NIPS 2008: 1025-1032
16		Florian Steinke, Matthias Hein: Non-parametric Regression Between Manifolds. NIPS 2008: 1561-1568
15		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)
14		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
13		Matthias Hein, Markus Maier: Manifold Denoising as Preprocessing for Finding Natural Representations of Data. AAAI 2007: 1646-1649
12		Markus Maier, Matthias Hein, Ulrike von Luxburg: Cluster Identification in Nearest-Neighbor Graphs. ALT 2007: 196-210
11		Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg: Graph Laplacians and their Convergence on Random Neighborhood Graphs. Journal of Machine Learning Research 8: 1325-1368 (2007)
	2006
10		Matthias Hein: Uniform Convergence of Adaptive Graph-Based Regularization. COLT 2006: 50-64
9		Matthias Hein, Markus Maier: Manifold Denoising. NIPS 2006: 561-568
8		Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg: Graph Laplacians and their convergence on random neighborhood graphs CoRR abs/math/0608522: (2006)
7		Matthias Hein: Geometrical aspects of statistical learning theory. Darmstadt University of Technology 2006: 1-153
	2005
6		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		Matthias Hein, Jean-Yves Audibert: Intrinsic dimensionality estimation of submanifolds in Rd. ICML 2005: 289-296
4		Matthias Hein, Olivier Bousquet, Bernhard Schölkopf: Maximal margin classification for metric spaces. J. Comput. Syst. Sci. 71(3): 333-359 (2005)
	2004
3		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		Matthias Hein, Olivier Bousquet: Maximal Margin Classification for Metric Spaces. COLT 2003: 72-86
1		Olivier Bousquet, Olivier Chapelle, Matthias Hein: Measure Based Regularization. NIPS 2003

Coauthor Index

1	Claudia Andres	[19]
2	Jean-Yves Audibert	[5] [6] [8] [11]
3	Olivier Bousquet	[1] [2] [3] [4]
4	Thomas Bühler	[22] [24] [26]
5	Bernhard Burgeth	[19]
6	Olivier Chapelle	[1]
7	Piotr Didyk	[14]
8	Michael Grimm	[32]
9	Sabrina Heisel	[19]
10	Albert Heuberger	[32]
11	Hanno Huwer	[19]
12	Andreas Keller	[19]
13	Kwang In Kim	[20]
14	Alexander Krah	[32]
15	Thomas Navin Lal	[3]
16	Markus Herrmann Landmann	[32]
17	Petra Leidinger	[19]
18	Hans-Peter Lenhof	[19]
19	Nicole Ludwig	[19]
20	Gábor Lugosi	[28]
21	Ulrike von Luxburg	[6] [8] [11] [12] [17] [18] [25] [27] [29]
22	Markus Maier	[9] [12] [13] [17] [18] [29]
23	Rafal Mantiuk	[14]
24	Eckart Meese	[19]
25	Noman Murtaza	[32]
26	Jan Peters	[15]
27	Agnes Radl	[25] [27]
28	Syama Sundar Rangapuram	[33]
29	Lorenzo Rosasco	[28]
30	Bernhard Schölkopf	[4] [15] [23]
31	Hans-Peter Seidel	[14]
32	Simon Setzer	[30]
33	Rajesh Kumar Sharma	[32]
34	Martin Slawski	[31]
35	Steve Smale	[28]
36	Florian Steinke	[15] [16] [20] [23]
37	Wolf-Ingo Steudel	[19]
38	Reiner S. Thomä	[32]
39	Joachim Weickert	[19]

Colors in the list of coauthors

Last update Thu May 31 18:55:10 2012 CET by the DBLP Team — Data released under the ODC-BY 1.0 license — See also our legal information page