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Klaus-Robert Müller

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Duncan A J Blythe; Frank C Meinecke; Paul von Bünau; Klaus-Robert Müller
Explorative data analysis for changes in neural activity.
Stefan Haufe; Klaus-Robert Müller; Vadim V Nikulin; Guido Nolte
A critical assessment of connectivity measures for EEG data: a simulation study.
Felix Biessmann; Nikos K Logothetis; Klaus-Robert Müller; Yusuke Murayama; Frank C Meinecke
Improved decoding of neural activity from fMRI signals using non-separable spatiotemporal deconvolutions.

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All Publications

2013: Duncan A J Blythe; Frank C Meinecke; Paul von Bünau; Klaus-Robert Müller
Explorative data analysis for changes in neural activity.
Journal of neural engineering 2013;10(2):026018.
2013: Stefan Haufe; Klaus-Robert Müller; Vadim V Nikulin; Guido Nolte
A critical assessment of connectivity measures for EEG data: a simulation study.
NeuroImage 2013;64():120-33.
2012: Felix Biessmann; Nikos K Logothetis; Klaus-Robert Müller; Yusuke Murayama; Frank C Meinecke
Improved decoding of neural activity from fMRI signals using non-separable spatiotemporal deconvolutions.
NeuroImage 2012;61(4):1031-42.
2012: John C Snyder; Katja Hansen; Klaus-Robert Müller; Matthias Rupp; Kieron Burke
Finding density functionals with machine learning.
Physical review letters 2012;108(25):253002.
2012: Zachary D Pozun; Matthias Rupp; Daniel Sheppard; Katja Hansen; Klaus-Robert Müller; Graeme Henkelman
Optimizing transition states via kernel-based machine learning.
The Journal of chemical physics 2012;136(17):174101.
2012: Wojciech Samek; Carmen Vidaurre; Klaus-Robert Müller; Motoaki Kawanabe
Stationary common spatial patterns for brain-computer interfacing.
Journal of neural engineering 2012;9(2):026013.
2012: Matthias Rupp; Alexandre Tkatchenko; Klaus-Robert Müller; O Anatole von Lilienfeld
Fast and accurate modeling of molecular atomization energies with machine learning.
Physical review letters 2012;108(5):058301.
2012: Siamac Fazli; Jan Mehnert; Klaus-Robert Müller; Jens Steinbrink; Arno Villringer; Gabriel Curio; Benjamin Blankertz
Enhanced performance by a hybrid NIRS-EEG brain computer interface.
NeuroImage 2012;59(1):519-29.
2012: Robert Jenssen; Marius Kloft; Sören Sonnenburg; Alexander Zien; Klaus-Robert Müller
A scatter-based prototype framework and multi-class extension of support vector machines.
PloS one 2012;7(10):e42947.
2012: Alexander Binder; Ulf Brefeld; Marius Kloft; Christina Müller; Klaus-Robert Müller; Shinichi Nakajima; Wojciech Samek; Motoaki Kawanabe
Insights from classifying visual concepts with multiple kernel learning.
PloS one 2012;7(8):e38897.
2012: Michael Tangermann; Carmen Vidaurre; Stephan Waldert; Ad Aertsen; Niels Birbaumer; Christoph Braun; Clemens Brunner; Robert Leeb; Carsten Mehring; Kai J Miller; Klaus-Robert Müller; Gernot R Müller-Putz; Guido Nolte; Gert Pfurtscheller; Hubert Preissl; Schalk Gerwin; Alois Schlögl; Benjamin Blankertz
Review of the BCI Competition IV.
Frontiers in neuroscience 2012;6():55.
2011: Siamac Fazli; Márton Danóczy; Jürg Schelldorfer; Klaus-Robert Müller
ℓ(1)-penalized linear mixed-effects models for high dimensional data with application to BCI.
NeuroImage 2011;56(4):2100-8.
2011: Steven Lemm; Benjamin Blankertz; Thorsten Dickhaus; Klaus-Robert Müller
Introduction to machine learning for brain imaging.
NeuroImage 2011;56(2):387-99.
2011: Benjamin Blankertz; Steven Lemm; Matthias Treder; Stefan Haufe; Klaus-Robert Müller
Single-trial analysis and classification of ERP components--a tutorial.
NeuroImage 2011;56(2):814-25.
2011: Claudia Sannelli; Carmen Vidaurre; Klaus-Robert Müller; Benjamin Blankertz
CSP patches: an ensemble of optimized spatial filters. An evaluation study.
Journal of neural engineering 2011;8(2):025012.
2011: Carmen Vidaurre; Claudia Sannelli; Klaus-Robert Müller; Benjamin Blankertz
Co-adaptive calibration to improve BCI efficiency.
Journal of neural engineering 2011;8(2):025009.
2011: C Vidaurre; M Kawanabe; P von Bünau; B Blankertz; Klaus-Robert Müller
Toward unsupervised adaptation of LDA for brain-computer interfaces.
IEEE transactions on bio-medical engineering 2011;58(3):587-97.
2011: Fabian Rathke; Katja Hansen; Ulf Brefeld; Klaus-Robert Müller
StructRank: a new approach for ligand-based virtual screening.
Journal of chemical information and modeling 2011;51(1):83-92.
2011: Stefan Haufe; Ryota Tomioka; Thorsten Dickhaus; Claudia Sannelli; Benjamin Blankertz; Guido Nolte; Klaus-Robert Müller
Large-scale EEG/MEG source localization with spatial flexibility.
NeuroImage 2011;54(2):851-9.
2010: Yusuke Murayama; Felix Biessmann; Frank C Meinecke; Klaus-Robert Müller; Mark Augath; Axel Oeltermann; Nikos K Logothetis
Relationship between neural and hemodynamic signals during spontaneous activity studied with temporal kernel CCA.
Magnetic resonance imaging 2010;28(8):1095-103.
2010: Stefan Haufe; Ryota Tomioka; Guido Nolte; Klaus-Robert Müller; Motoaki Kawanabe
Modeling sparse connectivity between underlying brain sources for EEG/MEG.
IEEE transactions on bio-medical engineering 2010;57(8):1954-63.
2010: Benjamin Blankertz; Claudia Sannelli; Sebastian Halder; Eva M Hammer; Andrea Kübler; Klaus-Robert Müller; Gabriel Curio; Thorsten Dickhaus
Neurophysiological predictor of SMR-based BCI performance.
NeuroImage 2010;51(4):1303-9.
2010: Claudia Sannelli; Thorsten Dickhaus; Sebastian Halder; Eva-Maria Hammer; Klaus-Robert Müller; Benjamin Blankertz
On optimal channel configurations for SMR-based brain-computer interfaces.
Brain topography 2010;23(2):186-93.
2010: Ramona Steri; Matthias Rupp; Ewgenij Proschak; Timon Schroeter; Heiko Zettl; Katja Hansen; Oliver Schwarz; Lutz Müller-Kuhrt; Klaus-Robert Müller; Gisbert Schneider; Manfred Schubert-Zsilavecz
Truxillic acid derivatives act as peroxisome proliferator-activated receptor gamma activators.
Bioorganic & medicinal chemistry letters 2010;20(9):2920-3.
2010: Matthias Rupp; Timon Schroeter; Ramona Steri; Heiko Zettl; Ewgenij Proschak; Katja Hansen; Oliver Rau; Oliver Schwarz; Lutz Müller-Kuhrt; Manfred Schubert-Zsilavecz; Klaus-Robert Müller; Gisbert Schneider
From machine learning to natural product derivatives that selectively activate transcription factor PPARgamma.
ChemMedChem 2010;5(2):191-4.
2010: Benjamin Blankertz; Michael Tangermann; Carmen Vidaurre; Siamac Fazli; Claudia Sannelli; Stefan Haufe; Cecilia Maeder; Lenny Ramsey; Irene Sturm; Gabriel Curio; Klaus-Robert Müller
The Berlin Brain-Computer Interface: Non-Medical Uses of BCI Technology.
Frontiers in neuroscience 2010;4():198.
2010: Bastian Venthur; Simon Scholler; John Williamson; Sven Dähne; Matthias S Treder; Maria T Kramarek; Klaus-Robert Müller; Benjamin Blankertz
Pyff - a pythonic framework for feedback applications and stimulus presentation in neuroscience.
Frontiers in neuroscience 2010;4():179.
2010: Guido Nolte; Klaus-Robert Müller
Localizing and estimating causal relations of interacting brain rhythms.
Frontiers in human neuroscience 2010;4():209.
2010: Ryota Tomioka; Klaus-Robert Müller
A regularized discriminative framework for EEG analysis with application to brain-computer interface.
NeuroImage 2010;49(1):415-32.
2009: Paul von Bünau; Frank C Meinecke; Franz C Király; Klaus-Robert Müller
Finding stationary subspaces in multivariate time series.
Physical review letters 2009;103(21):214101.
2009: Tadashi Isa; Eberhard E Fetz; Klaus-Robert Müller
Recent advances in brain-machine interfaces.
Neural networks : the official journal of the International Neural Network Society 2009;22(9):1201-2.
2009: Claudia Sannelli; Mikio Braun; Klaus-Robert Müller
Improving BCI performance by task-related trial pruning.
Neural networks : the official journal of the International Neural Network Society 2009;22(9):1295-304.
2009: Siamac Fazli; Florin Popescu; Márton Danóczy; Benjamin Blankertz; Klaus-Robert Müller; Cristian Grozea
Subject-independent mental state classification in single trials.
Neural networks : the official journal of the International Neural Network Society 2009;22(9):1305-12.
2009: Katja Hansen; Sebastian Mika; Timon Schroeter; Andreas Sutter; Antonius Marinus ter Laak; Thomas Steger-Hartmann; Nikolaus Heinrich; Klaus-Robert Müller
Benchmark data set for in silico prediction of Ames mutagenicity.
Journal of chemical information and modeling 2009;49(9):2077-81.
2009: Steven Lemm; Klaus-Robert Müller; Gabriel Curio
A generalized framework for quantifying the dynamics of EEG event-related desynchronization.
PLoS computational biology 2009;5(8):e1000453.
2009: Motoaki Kawanabe; Carmen Vidaurre; Simon Scholler; Klaus-Robert Müller
Robust common spatial filters with a maxmin approach.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference 2009;2009():2470-3.
2008: Benjamin Blankertz; Florian Losch; Matthias Krauledat; Guido Dornhege; Gabriel Curio; Klaus-Robert Müller
The Berlin Brain--Computer Interface: accurate performance from first-session in BCI-naïve subjects.
IEEE transactions on bio-medical engineering 2008;55(10):2452-62.
2008: Stefan Haufe; Vadim V Nikulin; Andreas Ziehe; Klaus-Robert Müller; Guido Nolte
Combining sparsity and rotational invariance in EEG/MEG source reconstruction.
NeuroImage 2008;42(2):726-38.
2008: Guido Nolte; Andreas Ziehe; Vadim V Nikulin; Alois Schlögl; Nicole Krämer; Tom Brismar; Klaus-Robert Müller
Robustly estimating the flow direction of information in complex physical systems.
Physical review letters 2008;100(23):234101.
2008: Anton Schwaighofer; Antonius Marinus ter Laak; Sebastian Mika; Katja Hansen; Antonius Ter Laak; Philip Lienau; Andreas Reichel; Nikolaus Heinrich; Klaus-Robert Müller
A probabilistic approach to classifying metabolic stability.
Journal of chemical information and modeling 2008;48(4):785-96.
2008: Klaus-Robert Müller; Michael Tangermann; Guido Dornhege; Matthias Krauledat; Gabriel Curio; Benjamin Blankertz
Machine learning for real-time single-trial EEG-analysis: from brain-computer interfacing to mental state monitoring.
Journal of neuroscience methods 2008;167(1):82-90.
2008: Matthias Krauledat; Michael Tangermann; Benjamin Blankertz; Klaus-Robert Müller
Towards zero training for brain-computer interfacing.
PloS one 2008;3(8):e2967.
2007: Antonius Marinus ter Laak; Anton Schwaighofer; Sebastian Mika; Antonius Ter Laak; Detlev Suelzle; Ursula Ganzer; Nikolaus Heinrich; Klaus-Robert Müller
Estimating the domain of applicability for machine learning QSAR models: a study on aqueous solubility of drug discovery molecules.
Journal of computer-aided molecular design 2007;21(12):651-64.
2007: Antonius Marinus ter Laak; Anton Schwaighofer; Sebastian Mika; Antonius Ter Laak; Detlev Suelzle; Ursula Ganzer; Nikolaus Heinrich; Klaus-Robert Müller
Estimating the domain of applicability for machine learning QSAR models: a study on aqueous solubility of drug discovery molecules.
Journal of computer-aided molecular design 2007;21(9):485-98.
2007: Timon S Schroeter; Anton Schwaighofer; Sebastian Mika; Antonius Marinus ter Laak; Detlev Suelzle; Ursula Ganzer; Nikolaus Heinrich; Klaus-Robert Müller
Predicting lipophilicity of drug-discovery molecules using Gaussian process models.
ChemMedChem 2007;2(9):1265-7.
2007: Benjamin Blankertz; Guido Dornhege; Matthias Krauledat; Klaus-Robert Müller; Gabriel Curio
The non-invasive Berlin Brain-Computer Interface: fast acquisition of effective performance in untrained subjects.
NeuroImage 2007;37(2):539-50.
2007: Antonius Marinus ter Laak; Anton Schwaighofer; Sebastian Mika; Antonius Ter Laak; Detlev Suelzle; Ursula Ganzer; Nikolaus Heinrich; Klaus-Robert Müller
Machine learning models for lipophilicity and their domain of applicability.
Molecular pharmaceutics 2007;4(4):524-38.
2007: Vadim V Nikulin; Klaus Linkenkaer-Hansen; Guido Nolte; Steven Lemm; Klaus-Robert Müller; Risto Juhani Ilmoniemi; Gabriel Curio
A novel mechanism for evoked responses in the human brain.
The European journal of neuroscience 2007;25(10):3146-54.
2007: Anton Schwaighofer; Antonius Marinus ter Laak; Sebastian Mika; Julian Laub; Antonius ter Laak; Detlev Sülzle; Ursula Ganzer; Nikolaus Heinrich; Klaus-Robert Müller
Accurate solubility prediction with error bars for electrolytes: a machine learning approach.
Journal of chemical information and modeling 2007;47(2):407-24.
2007: Gunnar Rätsch; Sören Sonnenburg; Jagan Srinivasan; Hanh Witte; Klaus-Robert Müller; Ralf-J Sommer; Bernhard Schölkopf
Improving the Caenorhabditis elegans genome annotation using machine learning.
PLoS computational biology 2007;3(2):e20.
2007: Florin Popescu; Siamac Fazli; Yakob Badower; Benjamin Blankertz; Klaus-Robert Müller
Single trial classification of motor imagination using 6 dry EEG electrodes.
PloS one 2007;2(7):e637.
2006: Guido Dornhege; Benjamin Blankertz; Matthias Krauledat; Florian Losch; Gabriel Curio; Klaus-Robert Müller
Combined optimization of spatial and temporal filters for improving brain-computer interfacing.
IEEE transactions on bio-medical engineering 2006;53(11):2274-81.
2006: Benjamin Blankertz; Klaus-Robert Müller; Dean Krusienski; Schalk Gerwin; Jonathan R Wolpaw; Alois Schlögl; Gert Pfurtscheller; José del R Millán; Michael Schröder; Niels Birbaumer
The BCI competition. III: Validating alternative approaches to actual BCI problems.
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society 2006;14(2):153-9.
2006: Benjamin Blankertz; Guido Dornhege; Matthias Krauledat; Klaus-Robert Müller; Volker Kunzmann; Florian Losch; Gabriel Curio
The Berlin Brain-Computer Interface: EEG-based communication without subject training.
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society 2006;14(2):147-52.
2006: Dennis J McFarland; Charles W Anderson; Klaus-Robert Müller; Alois Schlögl; Dean Krusienski
BCI Meeting 2005--workshop on BCI signal processing: feature extraction and translation.
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society 2006;14(2):135-8.
2006: Guido Nolte; Frank C Meinecke; Andreas Ziehe; Klaus-Robert Müller
Identifying interactions in mixed and noisy complex systems.
Physical review. E, Statistical, nonlinear, and soft matter physics 2006;73(5 Pt 1):051913.
2006: Steven Lemm; Gabriel Curio; Yevhen Hlushchuk; Klaus-Robert Müller
Enhancing the signal-to-noise ratio of ICA-based extracted ERPs.
IEEE transactions on bio-medical engineering 2006;53(4):601-7.
2006: Pradeep Shenoy; Matthias Krauledat; Benjamin Blankertz; Rajesh P N Rao; Klaus-Robert Müller
Towards adaptive classification for BCI.
Journal of neural engineering 2006;3(1):R13-23.
2005: Steven Lemm; Benjamin Blankertz; Gabriel Curio; Klaus-Robert Müller
Spatio-spectral filters for improving the classification of single trial EEG.
IEEE transactions on bio-medical engineering 2005;52(9):1541-8.
2005: Frank C Meinecke; Andreas Ziehe; Jürgen Kurths; Klaus-Robert Müller
Measuring phase synchronization of superimposed signals.
Physical review letters 2005;94(8):084102.
2005: Klaus-Robert Müller; Gunnar Rätsch; Sören Sonnenburg; Sebastian Mika; Michael Grimm; Nikolaus Heinrich
Classifying 'drug-likeness' with kernel-based learning methods.
Journal of chemical information and modeling 2005;45(2):249-53.
2004: Benjamin Blankertz; Klaus-Robert Müller; Gabriel Curio; Theresa M Vaughan; Schalk Gerwin; Jonathan R Wolpaw; Alois Schlögl; Christa Neuper; Gert Pfurtscheller; Thilo Hinterberger; Michael Schröder; Niels Birbaumer
The BCI Competition 2003: progress and perspectives in detection and discrimination of EEG single trials.
IEEE transactions on bio-medical engineering 2004;51(6):1044-51.
2004: Guido Dornhege; Benjamin Blankertz; Gabriel Curio; Klaus-Robert Müller
Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multiclass paradigms.
IEEE transactions on bio-medical engineering 2004;51(6):993-1002.
2004: Masashi Sugiyama; Motoaki Kawanabe; Klaus-Robert Müller
Trading variance reduction with unbiasedness: the regularized subspace information criterion for robust model selection in kernel regression.
Neural computation 2004;16(5):1077-104.
2004: Matthias Krauledat; Guido Dornhege; Benjamin Blankertz; Florian Losch; Gabriel Curio; Klaus-Robert Müller
Improving speed and accuracy of brain-computer interfaces using readiness potential features.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference 2004;6():4511-5.
2004: Koji Tsuda; Shotaro Akaho; Motoaki Kawanabe; Klaus-Robert Müller
Asymptotic properties of the Fisher kernel.
Neural computation 2004;16(1):115-37.
2003: Paul Sajda; Adam D Gerson; Klaus-Robert Müller; Benjamin Blankertz; Lucas C Parra
A data analysis competition to evaluate machine learning algorithms for use in brain-computer interfaces.
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society 2003;11(2):184-5.
2003: Klaus-Robert Müller; Charles W Anderson; Gary E Birch
Linear and nonlinear methods for brain-computer interfaces.
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society 2003;11(2):165-9.
2003: Benjamin Blankertz; Guido Dornhege; Christin Schäfer; Roman Krepki; Jens Kohlmorgen; Klaus-Robert Müller; Volker Kunzmann; Florian Losch; Gabriel Curio
Boosting bit rates and error detection for the classification of fast-paced motor commands based on single-trial EEG analysis.
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society 2003;11(2):127-31.
2002: Frank Meinecke; Andreas Ziehe; Motoaki Kawanabe; Klaus-Robert Müller
A resampling approach to estimate the stability of one-dimensional or multidimensional independent components.
IEEE transactions on bio-medical engineering 2002;49(12 Pt 2):1514-25.
2002: Koji Tsuda; Motoaki Kawanabe; Gunnar Rätsch; Sören Sonnenburg; Klaus-Robert Müller
A new discriminative kernel from probabilistic models.
Neural computation 2002;14(10):2397-414.
2002: Noboru Murata; Motoaki Kawanabe; Andreas Ziehe; Klaus-Robert Müller; Shun-ichi Amari
On-line learning in changing environments with applications in supervised and unsupervised learning.
Neural networks : the official journal of the International Neural Network Society 2002;15(4-6):743-60.
2001: Guido Nolte; Andreas Ziehe; Klaus-Robert Müller
Noise robust estimates of correlation dimension and K2 entropy.
Physical review. E, Statistical, nonlinear, and soft matter physics 2001;64(1 Pt 2):016112.
2000: Alexander Zien; Gunnar Rätsch; Sebastian Mika; Bernhard Schölkopf; Thomas Lengauer; Klaus-Robert Müller
Engineering support vector machine kernels that recognize translation initiation sites.
Bioinformatics (Oxford, England) 2000;16(9):799-807.
2000: J Kohlmorgen; Klaus-Robert Müller; J Rittweger; K Pawelzik
Identification of nonstationary dynamics in physiological recordings.
Biological cybernetics 2000;83(1):73-84.
2000: Gerd Wübbeler; Andreas Ziehe; Bruno-Marcel Mackert; Klaus-Robert Müller; Lutz Trahms; Gabriel Curio
Independent component analysis of noninvasively recorded cortical magnetic DC-fields in humans.
IEEE transactions on bio-medical engineering 2000;47(5):594-9.
2000: Andreas Ziehe; Klaus-Robert Müller; Guido Nolte; Bruno-Marcel Mackert; Gabriel Curio
Artifact reduction in magnetoneurography based on time-delayed second-order correlations.
IEEE transactions on bio-medical engineering 2000;47(1):75-87.