2008 · IEEE Signal Processing Magazine
Optimizing Spatial filters for Robust EEG Single-Trial Analysis
2,090 citationsRead
Most cited
250 papers in total2013 · NeuroImage
On the interpretation of weight vectors of linear models in multivariate neuroimaging
1,606 citationsRead
2012 · Frontiers in Neuroscience
Review of the BCI Competition IV
1,282 citationsRead
2010 · NeuroImage
Single-trial analysis and classification of ERP components — A tutorial
1,144 citationsRead
2007 · NeuroImage
The non-invasive Berlin Brain–Computer Interface: Fast acquisition of effective performance in untrained subjects
954 citationsRead
2006 · IEEE Transactions on Neural Systems and Rehabilitation Engineering
The BCI competition III: validating alternative approaches to actual BCI problems
929 citationsRead
Newest first
250 papers in total2026
- Influence of anesthetic agent and burst suppression on postoperative delirium in elderly patients: a prospective cohort study with automated EEG analysisFrontiers in Aging Neuroscience · 3 citations
2025
- Multimodal fNIRS–EEG sensor fusion: Review of data-driven methods and perspective for naturalistic brain imagingImaging Neuroscience · 14 citations
- Beyond beta rhythms: subthalamic aperiodic broadband power scales with Parkinson's disease severity–a cross-sectional multicentre studyEBioMedicine · 13 citations
- Beyond beta rhythms: Aperiodic broadband power reflects Parkinson’s disease severity–a multicenter studybioRxiv (Cold Spring Harbor Laboratory) · 4 citations
2024
- A New Canonical Log-Euclidean Kernel for Symmetric Positive Definite Matrices for EEG Analysis (Oct 2024)IEEE Transactions on Biomedical Engineering · 3 citations
2023
- Desflurane is risk factor for postoperative delirium in older patients’ independent from intraoperative burst suppression durationFrontiers in Aging Neuroscience · 25 citations
- Future Developments in Brain/Neural–Computer Interface TechnologyAdvances in neuroethics · 16 citations
2022
- Electrocorticography is superior to subthalamic local field potentials for movement decoding in Parkinson’s diseaseeLife · 93 citations
- Machine-learning model predicting postoperative delirium in older patients using intraoperative frontal electroencephalographic signaturesFrontiers in Aging Neuroscience · 33 citations
2021
- Suppress Me if You Can: Neurofeedback of the Readiness PotentialeNeuro · 17 citations
2020
- Motor Imagery Under Distraction— An Open Access BCI DatasetFrontiers in Neuroscience · 13 citations
2019
- Toward Electrophysiology-Based Intelligent Adaptive Deep Brain Stimulation for Movement DisordersNeurotherapeutics · 136 citations
- A large scale screening study with a SMR-based BCI: Categorization of BCI users and differences in their SMR activityPLoS ONE · 107 citations
- Integrating neurophysiologic relevance feedback in intent modeling for information retrievalJournal of the Association for Information Science and Technology · 33 citations
2018
- Improving the analysis of near-infrared spectroscopy data with multivariate classification of hemodynamic patterns: a theoretical formulation and validationJournal of Neural Engineering · 21 citations
- Characterizing Regularization Techniques for Spatial Filter Optimization in Oscillatory EEG Regression ProblemsNeuroinformatics · 19 citations
- Open access repository for hybrid EEG-NIRS dataInternational Conference on Brain-Computer Interface (BCI) · 5 citations
- Gentle Introduction to Signal Processing and Classification for Single-Trial EEG AnalysisCRC Press eBooks · 3 citations
- Classifying the mental representation of word meaning in children with Multivariate Pattern Analysis of fNIRS3 citations
2017
- Weighted spatial based geometric scheme as an efficient algorithm for analyzing single-trial EEGS to improve cue-based BCI classificationNeural Networks · 44 citations
- Assessing Perceived Image Quality Using Steady-State Visual Evoked Potentials and Spatio-Spectral DecompositionIEEE Transactions on Circuits and Systems for Video Technology · 41 citations
- Real-time inference of word relevance from electroencephalogram and eye gazeJournal of Neural Engineering · 23 citations
- Assessing the Depth of Cognitive Processing as the Basis for Potential User-State AdaptationFrontiers in Neuroscience · 16 citations
- Implicit relevance feedback from electroencephalography and eye tracking in image searchJournal of Neural Engineering · 16 citations
- Prediction of Difficulty Levels in Video Games from Ongoing EEGLecture notes in computer science · 13 citations
- Short progressive muscle relaxation or motor coordination training does not increase performance in a brain-computer interface based on sensorimotor rhythms (SMR)International Journal of Psychophysiology · 13 citations
- Symbiotic InteractionLecture notes in computer science · 10 citations
- Headgear for Mobile Neurotechnology: looking into Alternatives for EEG and NIRS probes.GBCIC · 7 citations
- Maritime Cognitive Workload AssessmentLecture notes in computer science · 5 citations
- Predicting Motor Intentions with Closed-Loop Brain-Computer InterfacesSpringer briefs in electrical and computer engineering · 4 citations
Research in numbers
From OpenAlex- article131
- conference paper50
- book chapter15
- preprint3
- letter1
- Journal of Neural Engineering21
- Lecture notes in computer science19
- NeuroImage10
- IEEE Transactions on Biomedical Engineering9
- PLoS ONE8
- Klaus‐Robert Müller61
- Gabriel Curio56
- Guido Dornhege26
- Matthias Sebastian Treder25
- Matthias Krauledat24
Experience and education
Universities
2016University of Würzburg
2008University of Florida
2000University of Münster
Industry and labs
2007 to 2018Fraunhofer Institute for Production Systems and Design Technology
2010 to 2017Bernstein Center for Computational Neuroscience Berlin
2007 to 2010Fraunhofer Institute for Open Communication Systems
2009Machine Science
2008Fraunhofer Institute for Intelligent Analysis and Information Systems
2006Fraunhofer Institute for Digital Media Technology
2000Institut für angewandte Photonik