Works by Müller, Klaus-Robert

Results: 108

Parameterization of intraoperative human microelectrode recordings: Linking action potential morphology to brain anatomy.

Published in:

PLoS Computational Biology, 2025, v. 21, n. 6, p. 1, doi. 10.1371/journal.pcbi.1013184

By:

Baker, Matthew R.;
Klassen, Bryan T.;
Jensen, Michael A.;
Ojeda Valencia, Gabriela;
Heydari, Hossein;
Ince, Nuri F.;
Müller, Klaus-Robert;
Miller, Kai J.

Publication type:

Article

Scrutinizing XAI using linear ground-truth data with suppressor variables.

Published in:

Machine Learning, 2022, v. 111, n. 5, p. 1903, doi. 10.1007/s10994-022-06167-y

By:

Wilming, Rick;
Budding, Céline;
Müller, Klaus-Robert;
Haufe, Stefan

Publication type:

Article

N-ary decomposition for multi-class classification.

Published in:

Machine Learning, 2019, v. 108, n. 5, p. 809, doi. 10.1007/s10994-019-05786-2

By:

Zhou, Joey Tianyi;
Tsang, Ivor W.;
Ho, Shen-Shyang;
Müller, Klaus-Robert

Publication type:

Article

Foundation Modelle in der Pathologie.

Published in:

Die Pathologie, 2025, v. 46, n. 3, p. 152, doi. 10.1007/s00292-025-01429-7

By:

Klauschen, Frederick;
Dippel, Jonas;
Müller, Klaus-Robert

Publication type:

Article

Erklärbare Künstliche Intelligenz in der Pathologie.

Published in:

Die Pathologie, 2024, v. 45, n. 2, p. 133, doi. 10.1007/s00292-024-01308-7

By:

Klauschen, Frederick;
Dippel, Jonas;
Keyl, Philipp;
Jurmeister, Philipp;
Bockmayr, Michael;
Mock, Andreas;
Buchstab, Oliver;
Alber, Maximilian;
Ruff, Lukas;
Montavon, Grégoire;
Müller, Klaus-Robert

Publication type:

Article

Automating the search for a patent’s prior art with a full text similarity search.

Published in:

PLoS ONE, 2019, v. 14, n. 3, p. 1, doi. 10.1371/journal.pone.0212103

By:

Helmers, Lea;
Horn, Franziska;
Biegler, Franziska;
Oppermann, Tim;
Müller, Klaus-Robert

Publication type:

Article

A large scale screening study with a SMR-based BCI: Categorization of BCI users and differences in their SMR activity.

Published in:

PLoS ONE, 2019, v. 14, n. 1, p. 1, doi. 10.1371/journal.pone.0207351

By:

Sannelli, Claudia;
Vidaurre, Carmen;
Müller, Klaus-Robert;
Blankertz, Benjamin

Publication type:

Article

Eyes-closed hybrid brain-computer interface employing frontal brain activation.

Published in:

PLoS ONE, 2018, v. 13, n. 5, p. 1, doi. 10.1371/journal.pone.0196359

By:

Shin, Jaeyoung;
Müller, Klaus-Robert;
Hwang, Han-Jeong

Publication type:

Article

Basis profile curve identification to understand electrical stimulation effects in human brain networks.

Published in:

PLoS Computational Biology, 2021, v. 17, n. 9, p. 1, doi. 10.1371/journal.pcbi.1008710

By:

Miller, Kai J.;
Müller, Klaus-Robert;
Hermes, Dora

Publication type:

Article

Temporal kernel CCA and its application in multimodal neuronal data analysis.

Published in:

Machine Learning, 2010, v. 79, n. 1-2, p. 5, doi. 10.1007/s10994-009-5153-3

By:

Bießmann, Felix;
Meinecke, Frank C.;
Gretton, Arthur;
Rauch, Alexander;
Rainer, Gregor;
Logothetis, Nikos K.;
Müller, Klaus-Robert

Publication type:

Article

Künstliche Intelligenz als Lösung des PathologInnenmangels?

Published in:

Der Pathologe, 2022, v. 43, n. 3, p. 218, doi. 10.1007/s00292-022-01071-7

By:

Jurmeister, Philipp;
Müller, Klaus-Robert;
Klauschen, Frederick

Publication type:

Article

Analysing cerebrospinal fluid with explainable deep learning: From diagnostics to insights.

Published in:

Neuropathology & Applied Neurobiology, 2023, v. 49, n. 1, p. 1, doi. 10.1111/nan.12866

By:

Schweizer, Leonille;
Seegerer, Philipp;
Hee-yeong Kim;
Saitenmacher, René;
Muench, Amos;
Barnick, Liane;
Osterloh, Anja;
Dittmayer, Carsten;
Jödicke, Ruben;
Pehl, Debora;
Reinhardt, Annekathrin;
Ruprecht, Klemens;
Stenzel, Werner;
Wefers, Annika K.;
Harter, Patrick N.;
Schüller, Ulrich;
Heppner, Frank L.;
Alber, Maximilian;
Müller, Klaus-Robert;
Klauschen, Frederick

Publication type:

Article

BIGDML—Towards accurate quantum machine learning force fields for materials.

Published in:

Nature Communications, 2022, v. 13, n. 1, p. 1, doi. 10.1038/s41467-022-31093-x

By:

Sauceda, Huziel E.;
Gálvez-González, Luis E.;
Chmiela, Stefan;
Paz-Borbón, Lauro Oliver;
Müller, Klaus-Robert;
Tkatchenko, Alexandre

Publication type:

Article

Inverse design of 3d molecular structures with conditional generative neural networks.

Published in:

Nature Communications, 2022, v. 13, n. 1, p. 1, doi. 10.1038/s41467-022-28526-y

By:

Gebauer, Niklas W. A.;
Gastegger, Michael;
Hessmann, Stefaan S. P.;
Müller, Klaus-Robert;
Schütt, Kristof T.

Publication type:

Article

SpookyNet: Learning force fields with electronic degrees of freedom and nonlocal effects.

Published in:

Nature Communications, 2021, v. 12, n. 1, p. 1, doi. 10.1038/s41467-021-27504-0

By:

Unke, Oliver T.;
Chmiela, Stefan;
Gastegger, Michael;
Schütt, Kristof T.;
Sauceda, Huziel E.;
Müller, Klaus-Robert

Publication type:

Article

Modeling of molecular atomization energies using machine learning.

Published in:

2012

By:

Rupp, Matthias;
Tkatchenko, Alexandre;
Müller, Klaus-Robert;
von Lilienfeld, O. Anatole

Publication type:

Abstract

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation.

Published in:

PLoS ONE, 2015, v. 10, n. 7, p. 1, doi. 10.1371/journal.pone.0130140

By:

Bach, Sebastian;
Binder, Alexander;
Montavon, Grégoire;
Klauschen, Frederick;
Müller, Klaus-Robert;
Samek, Wojciech

Publication type:

Article

Three-Way Analysis of Spectrospatial Electromyography Data: Classification and Interpretation.

Published in:

PLoS ONE, 2015, v. 10, n. 6, p. 1, doi. 10.1371/journal.pone.0127231

By:

Kauppi, Jukka-Pekka;
Hahne, Janne;
Müller, Klaus-Robert;
Hyvärinen, Aapo

Publication type:

Article

An Efficient ERP-Based Brain-Computer Interface Using Random Set Presentation and Face Familiarity.

Published in:

PLoS ONE, 2014, v. 9, n. 11, p. 1, doi. 10.1371/journal.pone.0111157

By:

Yeom, Seul-Ki;
Fazli, Siamac;
Müller, Klaus-Robert;
Lee, Seong-Whan

Publication type:

Article

Motor Imagery for Severely Motor-Impaired Patients: Evidence for Brain-Computer Interfacing as Superior Control Solution.

Published in:

PLoS ONE, 2014, v. 9, n. 8, p. 1, doi. 10.1371/journal.pone.0104854

By:

Höhne, Johannes;
Holz, Elisa;
Staiger-Sälzer, Pit;
Müller, Klaus-Robert;
Kübler, Andrea;
Tangermann, Michael

Publication type:

Article

True Zero-Training Brain-Computer Interfacing – An Online Study.

Published in:

PLoS ONE, 2014, v. 9, n. 7, p. 1, doi. 10.1371/journal.pone.0102504

By:

Kindermans, Pieter-Jan;
Schreuder, Martijn;
Schrauwen, Benjamin;
Müller, Klaus-Robert;
Tangermann, Michael

Publication type:

Article

Predicting BCI Subject Performance Using Probabilistic Spatio-Temporal Filters.

Published in:

PLoS ONE, 2014, v. 9, n. 2, p. 1, doi. 10.1371/journal.pone.0087056

By:

Suk, Heung-Il;
Fazli, Siamac;
Mehnert, Jan;
Müller, Klaus-Robert;
Lee, Seong-Whan

Publication type:

Article

Directional Variance Adjustment: Bias Reduction in Covariance Matrices Based on Factor Analysis with an Application to Portfolio Optimization.

Published in:

PLoS ONE, 2013, v. 8, n. 7, p. 1, doi. 10.1371/journal.pone.0067503

By:

Bartz, Daniel;
Hatrick, Kerr;
Hesse, Christian W.;
Müller, Klaus-Robert;
Lemm, Steven

Publication type:

Article

A Scatter-Based Prototype Framework and Multi-Class Extension of Support Vector Machines.

Published in:

PLoS ONE, 2012, v. 7, n. 10, p. 1, doi. 10.1371/journal.pone.0042947

By:

Jenssen, Robert;
Kloft, Marius;
Zien, Alexander;
Sonnenburg, Sören;
Müller, Klaus-Robert

Publication type:

Article

Insights from Classifying Visual Concepts with Multiple Kernel Learning.

Published in:

PLoS ONE, 2012, v. 7, n. 8, p. 1, doi. 10.1371/journal.pone.0038897

By:

Binder, Alexander;
Nakajima, Shinichi;
Kloft, Marius;
Müller, Christina;
Samek, Wojciech;
Brefeld, Ulf;
Müller, Klaus-Robert;
Kawanabe, Motoaki;
Rapallo, Fabio

Publication type:

Article

Towards Zero Training for Brain-Computer Interfacing.

Published in:

PLoS ONE, 2008, v. 3, n. 8, p. 1, doi. 10.1371/journal.pone.0002967

By:

Krauledat, Matthias;
Tangermann, Michael;
Blankertz, Benjamin;
Müller, Klaus-Robert

Publication type:

Article

Distributed functions of detection and discrimination of vibrotactile stimuli in the hierarchical human somatosensory system.

Published in:

Frontiers in Human Neuroscience, 2015, v. 8, p. 1, doi. 10.3389/fnhum.2014.01070

By:

Junsuk Kim;
Müller, Klaus-Robert;
Yoon Gi Chung;
Soon-Cheol Chung;
Jang-Yeon Park;
Bülthoff, Heinrich H.;
Sung-Phil Kim

Publication type:

Article

Review of the BCI competition IV.

Published in:

Frontiers in Neuroscience, 2012, v. 6, p. 1, doi. 10.3389/fnins.2012.00055

By:

Tangermann, Michael;
Müller, Klaus-Robert;
Aertsen, Ad;
Birbaumer, Niels;
Brau, Christoph;
Brunner, Clemens;
Leeb, Robert;
Mehring, Carsten;
Miller, Kai J.;
Müller-Putz, Gernot R.;
Nolte, Guido;
Pfurtscheller, Gert;
Preissl, Hubert;
Schalk, Gerwin;
Schlögl, Alois;
Vidaurre, Carmen;
Waldert, Stephan;
Blankertz, Benjamin

Publication type:

Article

Inverse design of 3d molecular structures with conditional generative neural networks.

Published in:

Nature Communications, 2022, v. 13, n. 1, p. 1, doi. 10.1038/s41467-022-28526-y

By:

Gebauer, Niklas W. A.;
Gastegger, Michael;
Hessmann, Stefaan S. P.;
Müller, Klaus-Robert;
Schütt, Kristof T.

Publication type:

Article

Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases.

Published in:

Science Translational Medicine, 2019, v. 11, n. 509, p. 1, doi. 10.1126/scitranslmed.aaw8513

By:

Jurmeister, Philipp;
Bockmayr, Michael;
Seegerer, Philipp;
Bockmayr, Teresa;
Treue, Denise;
Montavon, Grégoire;
Vollbrecht, Claudia;
Arnold, Alexander;
Teichmann, Daniel;
Bressem, Keno;
Schüller, Ulrich;
von Laffert, Maximilian;
Müller, Klaus-Robert;
Capper, David;
Klauschen, Frederick

Publication type:

Article

Computational analysis reveals histotype-dependent molecular profile and actionable mutation effects across cancers.

Published in:

Genome Medicine, 2018, v. 10, n. 1, p. N.PAG, doi. 10.1186/s13073-018-0591-9

By:

Heim, Daniel;
Montavon, Grégoire;
Hufnagl, Peter;
Müller, Klaus-Robert;
Klauschen, Frederick

Publication type:

Article

Automatic Identification of Types of Alterations in Historical Manuscripts.

Published in:

DHQ: Digital Humanities Quarterly, 2021, v. 15, n. 2, p. N.PAG

By:

Lassner, David;
Baillot, Anne;
Dogadov, Sergej;
Müller, Klaus-Robert;
Nakajima, Shinichi

Publication type:

Article

Self-Supervised Autoencoders for Visual Anomaly Detection.

Published in:

Mathematics (2227-7390), 2024, v. 12, n. 24, p. 3988, doi. 10.3390/math12243988

By:

Bauer, Alexander;
Nakajima, Shinichi;
Müller, Klaus-Robert

Publication type:

Article

Polynomial-Time Constrained Message Passing for Exact MAP Inference on Discrete Models with Global Dependencies.

Published in:

Mathematics (2227-7390), 2023, v. 11, n. 12, p. 2628, doi. 10.3390/math11122628

By:

Bauer, Alexander;
Nakajima, Shinichi;
Müller, Klaus-Robert

Publication type:

Article

Evaluation of a Compact Hybrid Brain-Computer Interface System.

Published in:

BioMed Research International, 2017, v. 2017, p. 1, doi. 10.1155/2017/6820482

By:

Shin, Jaeyoung;
Müller, Klaus-Robert;
Schmitz, Christoph H.;
Kim, Do-Won;
Hwang, Han-Jeong

Publication type:

Article

Combining Multiple Hypothesis Testing with Machine Learning Increases the Statistical Power of Genome-wide Association Studies.

Published in:

Scientific Reports, 2016, p. 36671, doi. 10.1038/srep36671

By:

Mieth, Bettina;
Kloft, Marius;
Rodríguez, Juan Antonio;
Sonnenburg, Sören;
Vobruba, Robin;
Morcillo-Suárez, Carlos;
Farré, Xavier;
Marigorta, Urko M.;
Fehr, Ernst;
Dickhaus, Thorsten;
Blanchard, Gilles;
Schunk, Daniel;
Navarro, Arcadi;
Müller, Klaus-Robert

Publication type:

Article

Decoding of top-down cognitive processing for SSVEP-controlled BMI.

Published in:

Scientific Reports, 2016, p. 36267, doi. 10.1038/srep36267

By:

Min, Byoung-Kyong;
Dähne, Sven;
Ahn, Min-Hee;
Noh, Yung-Kyun;
Müller, Klaus-Robert

Publication type:

Article

Robust Statistical Detection of Power-Law Cross-Correlation.

Published in:

Scientific Reports, 2016, p. 27089, doi. 10.1038/srep27089

By:

Blythe, Duncan A. J.;
Nikulin, Vadim V.;
Müller, Klaus-Robert

Publication type:

Article

Sparsely connected Hopfield networks for the recognition of correlated pattern sets.

Published in:

Network: Computation in Neural Systems, 1993, v. 4, n. 3, p. 313, doi. 10.1088/0954-898X_4_3_005

By:

Stiefvater, Thomas;
Müller, Klaus-Robert;
Janssen, Herbert

Publication type:

Article

Towards exact molecular dynamics simulations with machine-learned force fields.

Published in:

Nature Communications, 2018, v. 9, n. 1, p. 1, doi. 10.1038/s41467-018-06169-2

By:

Chmiela, Stefan;
Sauceda, Huziel E.;
Müller, Klaus-Robert;
Tkatchenko, Alexandre

Publication type:

Article

Spatio-temporal dynamics of multimodal EEG-fNIRS signals in the loss and recovery of consciousness under sedation using midazolam and propofol.

Published in:

PLoS ONE, 2017, v. 12, n. 11, p. 1, doi. 10.1371/journal.pone.0187743

By:

Yeom, Seul-Ki;
Won, Dong-Ok;
Chi, Seong In;
Seo, Kwang-Suk;
Kim, Hyun Jeong;
Müller, Klaus-Robert;
Lee, Seong-Whan

Publication type:

Article

Real-time robustness evaluation of regression based myoelectric control against arm position change and donning/doffing.

Published in:

PLoS ONE, 2017, v. 12, n. 11, p. 1, doi. 10.1371/journal.pone.0186318

By:

Hwang, Han-Jeong;
Hahne, Janne Mathias;
Müller, Klaus-Robert

Publication type:

Article

"What is relevant in a text document?": An interpretable machine learning approach.

Published in:

PLoS ONE, 2017, v. 12, n. 8, p. 1, doi. 10.1371/journal.pone.0181142

By:

Arras, Leila;
Horn, Franziska;
Montavon, Grégoire;
Müller, Klaus-Robert;
Samek, Wojciech

Publication type:

Article

Learning from label proportions in brain-computer interfaces: Online unsupervised learning with guarantees.

Published in:

PLoS ONE, 2017, v. 12, n. 4, p. 1, doi. 10.1371/journal.pone.0175856

By:

Hübner, David;
Verhoeven, Thibault;
Schmid, Konstantin;
Müller, Klaus-Robert;
Tangermann, Michael;
Kindermans, Pieter-Jan

Publication type:

Article

ML2Motif—Reliable extraction of discriminative sequence motifs from learning machines.

Published in:

PLoS ONE, 2017, v. 12, n. 3, p. 1, doi. 10.1371/journal.pone.0174392

By:

Vidovic, Marina M. -C.;
Kloft, Marius;
Müller, Klaus-Robert;
Görnitz, Nico

Publication type:

Article

A convolutional neural network for steady state visual evoked potential classification under ambulatory environment.

Published in:

PLoS ONE, 2017, v. 12, n. 2, p. 1, doi. 10.1371/journal.pone.0172578

By:

Kwak, No-Sang;
Müller, Klaus-Robert;
Lee, Seong-Whan

Publication type:

Article

iNNvestigate Neural Networks!

Published in:

Journal of Machine Learning Research, 2019, v. 20, n. 85-96, p. 1

By:

Alber, Maximilian;
Lapuschkin, Sebastian;
Seegerer, Philipp;
Hägele, Miriam;
Schütt, Kristof T.;
Montavon, Grégoire;
Samek, Wojciech;
Müller, Klaus-Robert;
Dähne, Sven;
Kindermans, Pieter-Jan

Publication type:

Article

An Easy-to-hard Learning Paradigm for Multiple Classes and Multiple Labels.

Published in:

Journal of Machine Learning Research, 2017, v. 18, n. 64-98, p. 1

By:

Weiwei Liu;
Tsang, Ivor W.;
Müller, Klaus-Robert

Publication type:

Article

Kernel Analysis of Deep Networks.

Published in:

Journal of Machine Learning Research, 2012, v. 13, n. 9, p. 2563

By:

Montavon, Grégoire;
Braun, Mikio L.;
Müller, Klaus-Robert

Publication type:

Article

Algebraic Geometric Comparison of Probability Distributions.

Published in:

Journal of Machine Learning Research, 2012, v. 13, n. 3, p. 855

By:

Király, Franz J.;
von Bünau, Paul;
Meinecke, Frank C.;
Blythe, Duncan A. J.;
Müller, Klaus-Robert;
Fukumizu, Kenji

Publication type:

Article