Matthias Seeger

2008
15	EE	Duy Nguyen-Tuong, Jan Peters, Matthias Seeger, Bernhard Schölkopf: Learning Inverse Dynamics: a Comparison. ESANN 2008: 13-18
14	EE	Duy Nguyen-Tuong, Matthias Seeger, Jan Peters: Local Gaussian Process Regression for Real Time Online Model Learning. NIPS 2008: 1193-1200
2007
13	EE	Matthias Seeger, Sebastian Gerwinn, Matthias Bethge: Bayesian Inference for Sparse Generalized Linear Models. ECML 2007: 298-309
12	EE	Sebastian Gerwinn, Jakob Macke, Matthias Seeger, Matthias Bethge: Bayesian Inference for Spiking Neuron Models with a Sparsity Prior. NIPS 2007
2006
11	EE	Matthias Seeger: Cross-Validation Optimization for Large Scale Hierarchical Classification Kernel Methods. NIPS 2006: 1233-1240
2005
10	EE	Yirong Shen, Andrew Y. Ng, Matthias Seeger: Fast Gaussian Process Regression using KD-Trees. NIPS 2005
9	EE	Sham M. Kakade, Matthias Seeger, Dean P. Foster: Worst-Case Bounds for Gaussian Process Models. NIPS 2005
2004
8	EE	Matthias Seeger: Gaussian Processes For Machine Learning. Int. J. Neural Syst. 14(2): 69-106 (2004)
2002
7	EE	Neil D. Lawrence, Matthias Seeger, Ralf Herbrich: Fast Sparse Gaussian Process Methods: The Informative Vector Machine. NIPS 2002: 609-616
6	EE	Matthias Seeger: PAC-Bayesian Generalisation Error Bounds for Gaussian Process Classification. Journal of Machine Learning Research 3: 233-269 (2002)
2001
5		John Langford, Matthias Seeger, Nimrod Megiddo: An Improved Predictive Accuracy Bound for Averaging Classifiers. ICML 2001: 290-297
4	EE	Matthias Seeger: Covariance Kernels from Bayesian Generative Models. NIPS 2001: 905-912
2000
3		Christopher K. I. Williams, Matthias Seeger: The Effect of the Input Density Distribution on Kernel-based Classifiers. ICML 2000: 1159-1166
2		Christopher K. I. Williams, Matthias Seeger: Using the Nyström Method to Speed Up Kernel Machines. NIPS 2000: 682-688
1999
1	EE	Matthias Seeger: Bayesian Model Selection for Support Vector Machines, Gaussian Processes and Other Kernel Classifiers. NIPS 1999: 603-609

Coauthor Index

1	Matthias Bethge	[12] [13]
2	Dean P. Foster	[9]
3	Sebastian Gerwinn	[12] [13]
4	Ralf Herbrich	[7]
5	Sham M. Kakade (Sham Kakade)	[9]
6	John Langford	[5]
7	Neil D. Lawrence	[7]
8	Jakob Macke	[12]
9	Nimrod Megiddo	[5]
10	Andrew Y. Ng	[10]
11	Duy Nguyen-Tuong	[14] [15]
12	Jan Peters	[14] [15]
13	Bernhard Schölkopf	[15]
14	Yirong Shen	[10]
15	Christopher K. I. Williams	[2] [3]

Colors in the list of coauthors