Klaus-Robert Müller - Google Scholar

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	All	Since 2015
Citations	77639	39361
h-index	120	90
i10-index	427	321

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Co-authors

Benjamin BlankertzTechnische Universität Berlin, Neurotechnology groupVerified email at tu-berlin.de
Wojciech SamekHead of Machine Learning Group, Fraunhofer HHI, GermanyVerified email at hhi.fraunhofer.de
Gunnar RätschProfessor, ETH ZürichVerified email at inf.ethz.ch
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems; Professor at ETH Zürich, and DistinguishedVerified email at tuebingen.mpg.de
Sebastian MikacomtravoVerified email at comtravo.com
Alex SmolaAmazon Web ServicesVerified email at smola.org
Motoaki KawanabeSenior Researcher, Advanced Telecommunications Research Institute InternationalVerified email at atr.jp
Grégoire MontavonTechnische Universität BerlinVerified email at tu-berlin.de
Andreas ZiehePostdoc researcher, TU BerlinVerified email at cs.tu-berlin.de
Alexandre TkatchenkoProfessor of Physics, University of Luxembourg; Visiting Professor, Berlin Big Data CenterVerified email at uni.lu
Matthias KrauledatRhine-Waal University of Applied SciencesVerified email at hochschule-rhein-waal.de
Frank C. MeineckeResearch Associate, TU BerlinVerified email at tu-berlin.de
Alexander BinderAssistant Prof., Singapore University of Technology and Design (SUTD)Verified email at sutd.edu.sg
Carmen VidaurreBerlin University of Technology, Universidad Pública de NavarraVerified email at unavarra.es
Michael TangermannBrain State Decoding Lab and Autonomous Intelligent Systems Lab, University of Freiburg, GermanyVerified email at blbt.uni-freiburg.de
Guido NolteDept. of Neurophysiology and Pathophysiology, UKE, HamburgVerified email at uke.de
Siamac FazliNazarbayev UniversityVerified email at nu.edu.kz
Claudia SannelliMedtronicVerified email at medtronic.com
José del R. MillánCarol Cockrell Curran Endowed Chair Professor, University of Texas at Austin, ECE & NeurologyVerified email at austin.utexas.edu
Matthias RuppCitrine InformaticsVerified email at citrine.io

Klaus-Robert Müller

Google Brain (on leave of Professor for Machine Learning, TU Berlin & Korea University, Seoul)

Verified email at tu-berlin.de

Machine learning artificial intelligence big data computational neuroscience


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Nonlinear component analysis as a kernel eigenvalue problem B Schölkopf, A Smola, KR Müller Neural computation 10 (5), 1299-1319, 1998	8896	1998
An introduction to kernel-based learning algorithms KR Müller, S Mika, G Rätsch, K Tsuda, B Schölkopf IEEE Transactions on Neural Networks 12 (2), 181 - 201, 2001	4309	2001
Efficient backprop Y LeCun, L Bottou, G Orr, KR Müller Neural networks: Tricks of the trade 7700, 9-53, 2012	3653	2012
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	3240	1999
Kernel principal component analysis B Schölkopf, A Smola, KR Müller Artificial Neural Networks—ICANN'97, 583-588, 1997	2306	1997
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, 2008	1626	2008
Input space versus feature space in kernel-based methods B Scholkopf, S Mika, CJC Burges, P Knirsch, KR Muller, G Ratsch, ... IEEE transactions on neural networks 10 (5), 1000-1017, 1999	1508	1999
Soft margins for AdaBoost G Rätsch, T Onoda, KR Müller Machine learning 42 (3), 287-320, 2001	1415	2001
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	1167	1997
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	1160	1999
On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation S Bach, A Binder, G Montavon, F Klauschen, KR Müller, W Samek PloS one 10 (7), e0130140, 2015	1071	2015
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	972	2012
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	949	2011
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	808	2007
The connection between regularization operators and support vector kernels AJ Smola, B Schölkopf, KR Müller Neural networks 11 (4), 637-649, 1998	782	1998
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	768	2006
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	767	2004
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	723	2010
Methods for interpreting and understanding deep neural networks G Montavon, W Samek, KR Müller Digital Signal Processing 73, 1-15, 2018	708	2018
Toward Brain-Computer Interfacing G Dornhege, JR Millán, T Hinterberger, DJ McFarland, KR Müller The MIT Press, 2007	670	2007

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