Klaus-Robert Müller
Klaus-Robert Müller
Professor for Machine Learning, TU Berlin, Germany and Korea University, Seoul, Korea and MPII
確認したメール アドレス: tu-berlin.de
タイトル引用先
Nonlinear component analysis as a kernel eigenvalue problem
B Schölkopf, A Smola, KR Müller
Neural computation 10 (5), 1299-1319, 1998
82501998
An introduction to kernel-based learning algorithms
KR Muller, S Mika, G Ratsch, K Tsuda, B Scholkopf
IEEE Transactions on Neural Networks 12 (2), 181 - 201, 2001
40432001
Fisher discriminant analysis with kernels
S Mika, G Ratsch, J Weston, B Scholkopf, KR Muller
Neural Networks for Signal Processing IX, 1999. Proceedings of the 1999 IEEE …, 1999
29721999
Efficient backprop
Y LeCun, L Bottou, G Orr, KR Müller
Neural networks: Tricks of the trade 7700, 9-53, 2012
28882012
Kernel principal component analysis
B Schölkopf, A Smola, KR Müller
Artificial Neural Networks—ICANN'97, 583-588, 1997
20211997
Input space versus feature space in kernel-based methods
B Schölkopf, S Mika, CJC Burges, P Knirsch, KR Müller, G Rätsch, ...
IEEE transactions on neural networks 10 (5), 1000-1017, 1999
14471999
Optimizing spatial filters for robust EEG single-trial analysis
B Blankertz, R Tomioka, S Lemm, M Kawanabe, KR Muller
IEEE Signal processing magazine 25 (1), 41-56, 2007
14152007
Soft margins for AdaBoost
G Rätsch, T Onoda, KR Müller
Machine learning 42 (3), 287-320, 2001
13232001
Predicting time series with support vector machines
KR Müller, A Smola, G Rätsch, B Schölkopf, J Kohlmorgen, V Vapnik
Artificial Neural Networks—ICANN'97, 999-1004, 1997
10741997
Kernel PCA and de-noising in feature spaces
S Mika, B Schölkopf, AJ Smola, KR Müller, M Scholz, G Rätsch
Advances in neural information processing systems, 536-542, 1999
10321999
Single-trial analysis and classification of ERP components—a tutorial
B Blankertz, S Lemm, M Treder, S Haufe, KR Müller
NeuroImage 56 (2), 814-825, 2011
8122011
The connection between regularization operators and support vector kernels
AJ Smola, B Schölkopf, KR Müller
Neural networks 11 (4), 637-649, 1998
7401998
The BCI competition 2003: progress and perspectives in detection and discrimination of EEG single trials
B Blankertz, KR Muller, G Curio, TM Vaughan, G Schalk, JR Wolpaw, ...
IEEE transactions on biomedical engineering 51 (6), 1044-1051, 2004
7142004
The non-invasive Berlin brain–computer interface: fast acquisition of effective performance in untrained subjects
B Blankertz, G Dornhege, M Krauledat, KR Müller, G Curio
NeuroImage 37 (2), 539-550, 2007
7052007
The BCI competition III: Validating alternative approaches to actual BCI problems
B Blankertz, KR Muller, DJ Krusienski, G Schalk, JR Wolpaw, A Schlogl, ...
IEEE transactions on neural systems and rehabilitation engineering 14 (2 …, 2006
6962006
Fast and accurate modeling of molecular atomization energies with machine learning
M Rupp, A Tkatchenko, KR Müller, OA Von Lilienfeld
Physical review letters 108 (5), 058301, 2012
6622012
Combining brain–computer interfaces and assistive technologies: state-of-the-art and challenges
JR Millán, R Rupp, G Müller-Putz, R Murray-Smith, C Giugliemma, ...
Frontiers in neuroscience 4, 161, 2010
6372010
Toward Brain-Computer Interfacing
G Dornhege, JR Millán, T Hinterberger, DJ McFarland, KR Müller
The MIT Press, 2007
5972007
Engineering support vector machine kernels that recognize translation initiation sites
A Zien, G Rätsch, S Mika, B Schölkopf, T Lengauer, KR Müller
Bioinformatics 16 (9), 799-807, 2000
5852000
Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multiclass paradigms
G Dornhege, B Blankertz, G Curio, KR Muller
IEEE Transactions on Biomedical Engineering 51 (6), 993-1002, 2004
5472004
現在システムで処理を実行できません。しばらくしてからもう一度お試しください。
論文 1–20