Suppress Me if You Can: Neurofeedback of the Readiness Potential ,
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Motor Imagery under Distraction - An open access BCI dataset, Open Access ,
Front Neuroscience, Frontiers, 14:967, 2020
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Integrating neurophysiologic relevance feedback in intent modeling for information retrieval ,
Journal of the Association for Information Science and Technology, Wiley Online Library, 2019
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Characterizing Regularization Techniques for Spatial Filter Optimization in Oscillatory EEG Regression Problems ,
Neuroinformatics, Springer, 17(2):235-251, 2019
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Toward Electrophysiology-based Intelligent Adaptive Deep Brain Stimulation for Movement Disorders ,
Neurotherapeutics, Springer, 16(1):105-118, 2019
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PloS one, Public Library of Science San Francisco, CA USA, 14(11):e0225094, 2019
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A large scale screening study with a SMR-based BCI: Categorization of BCI users and differences in their SMR activity ,
PLoS ONE, Public Library of Science, 14(1):e0207351, 2019
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Alpha and theta oscillations as a measure for cognitive workload – why do they fail in certain settings or what do they really mean? ,
Neuroscience 2019, 2019
Estimating absolute conductivities for head models through bEIT: the issues are not the amplitudes ,
25th Annual Meeting of the Organization for Human Brain Mapping (OHBM), 2019
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J Neural Eng, 15(2):026002, 2018
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University Politehnica of Bucharest Scientific Bulletin Series C-Electrical Engineering and Computer Science, 80(1):135-146, 2018
Classifying the mental representation of word meaning in children with Multivariate Pattern Analysis of fNIRS ,
2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2018
Weighted Spatial based Geometric Scheme as an Efficient Algorithm for Analyzing Single-Trial EEGs to Improve the cue-based BCI Classification, Advances in Cognitive Engineering Using Neural Networks ,
Neural Networks, 92:69-76, 2017
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Assessing perceived image quality using steady-state visual evoked potentials and spatio-spectral decomposition ,
IEEE Transactions on Circuits and Systems for Video Technology, IEEE, 2017
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, Elsevier, 121:29-37, 2017
M3BA: A Mobile, Modular, Multimodal Biosignal Acquisition Architecture for Miniaturized EEG-NIRS-Based Hybrid BCI and Monitoring ,
IEEE Transactions on Biomedical Engineering, IEEE, 64(6):1199-1210, 2017
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Front Neuroscience, 11:548, 2017
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Open Access Dataset for EEG+ NIRS Single-Trial Classification ,
IEEE Transactions on Neural Systems and Rehabilitation Engineering, IEEE, 25(10):1735-1745, 2017
Multivariate EEG analysis reveals neural correlates for the differential perception of chord progressions. ,
Psychomusicology: Music, Mind, and Brain, Educational Publishing Foundation, 27(4):281, 2017
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J Neural Eng, 14(5):056007, 2017
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Predicting Motor Intentions with Closed-Loop Brain-Computer Interfaces ,
Brain-Computer Interface Research: A State-of-the-Art Summary 6, Springer, 2017
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Headgear for mobile neurotechnology: looking into alternatives for EEG and NIRS probes ,
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, Verlag der Technischen Universität Graz, 2017
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A low-dimensional representation for individual head geometries ,
Engineering in Medicine and Biology Society (EMBC), 2017 39th Annual International Conference of the IEEE, 2017
Multi-timescale spectra as features for continuous workload estimation in realistic settings ,
Proc. 7th Int. BCI Conf. Graz, 2017
Large-Scale Assessment of a Fully Automatic Co-Adaptive Motor Imagery-Based Brain Computer Interface, Open Access ,
PLoS ONE, Public Library of Science, 11(2):1-19, 2016
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Presenting a Spatial-Geometric EEG Feature to Classify BMD and Schizophrenic Patients, Open Access ,
International Journal of Advances in Telecommunications, Electrotechnics, Signals and Systems, 5(2), 2016
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The Berlin Brain-Computer Interface: Progress Beyond Communication and Control, Open Access ,
Front Neuroscience, 10:530, 2016
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Brain-Computer Interfacing under Distraction: An Evaluation Study ,
Journal of Neural Engineering, 13(5):056012, 2016
A high-security EEG-based login system with RSVP stimuli and dry electrodes, in press ,
IEEE Trans Inf Forensics Security, IEEE, 2016
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NeuroImage, 124, Part A:740-751, 2016
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Multiscale temporal neural dynamics predict performance in a complex sensorimotor task ,
NeuroImage, Elsevier, 141:291-303, 2016
Ensembles of adaptive spatial filters increase BCI performance: an online evaluation ,
J Neural Eng, 13(4):046003, 2016
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The point of no return in vetoing self-initiated movements, Open Access ,
Proc Natl Acad Sci U S A, 113(4):1080-1085, 2016
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J Neural Eng, 13(3):036008, 2016
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The LDA beamformer: optimal estimation of ERP source time series using linear discriminant analysis ,
NeuroImage, 129:279-291, 2016
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J Neural Eng, 13(1):016015, 2016
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EEG-based usability assessment of 3D shutter glasses ,
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Classification of eye fixation related potentials for variable stimulus saliency, Open Access ,
Front Neuroscience, 10(23), 2016
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PLoS ONE, Public Library of Science, 11(10):1-16, 2016
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Maritime Cognitive Workload Assessment, open access ,
Symbiotic Interaction: 5th International Workshop, Springer International Publishing, 9961:102-114, 2016
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Prediction of Difficulty Levels in Video Games from Ongoing EEG, open access ,
Symbiotic Interaction, Springer International Publishing, 9961, 2016
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Classification of motor imagery with distractions ,
6th International BCI Meeting in Asilomar, 2016
M3BA: New Technology for Mobile Hybrid BCIs ,
Proceedings of the 6th International Brain-Computer Interface Meeting 2016, 2016
Miniaturized CW NIRS for integration and hybridization with mobile EEG / ECG / EMG and Accelerometer ,
Proceedings of the Society for functional Near Infrared Spectroscopy Biennial Meeting 2016, 2016
Automatic creation of fast, realistic boundary element head models ,
22nd Annual Meeting of the Organization for Human Brain Mapping (OHBM), 2016
Cognitive workload BCI in the maritime environment ,
6th International BCI Meeting in Asilomar, 2016
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Prediction of difficulty levels in video games from EEG ,
6th International BCI Meeting in Asilomar, 2016
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Investigating Depth of Cognitive Processing in the Brain Dynamics of Oscillations, accepted ,
6th International BCI Meeting in Asilomar, 2016
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Pushing the boundaries of Brain-Computer Interface technology: challenges in novel applications and large-scale studies ,
Technische Universität Berlin, 2016
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Brain-Computer Interfaces for Cognitive Neuroscience and Advanced Mental State Assessment ,
Technische Universität Berlin, 2016
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Analyzing the perception of natural music with EEG and ECoG ,
Technische Universität Berlin, 2016
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J Neural Eng, 12(2):026012, 2015
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BNCI Horizon 2020: Towards a Roadmap for the BCI Community, Open Access ,
Brain-Computer Interfaces, 2(1):1-10, 2015
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Solving the EEG Inverse Problem based on Space-Time-Frequency Structured Sparsity Constraints ,
NeuroImage, 118:598-612, 2015
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Learning from more than one data source: data fusion techniques for sensorimotor rhythm-based Brain-Computer Interfaces ,
Proceedings of the IEEE, 103(6):891-906, 2015
A Gaze Independent Brain-Computer Interface Based on Visual Stimulation through Closed Eyelids, Open Access ,
Scientific Reports, 5:15890, 2015
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Towards a wireless open source instrument: functional Near-Infrared Spectroscopy in mobile neuroergonomics and BCI applications ,
Frontiers Human Neurosci, 9(617), 2015
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Towards Noninvasive Hybrid Brain Computer Interfaces: Framework, Practice, Clinical Application, and Beyond ,
Proceedings of the IEEE, PP(99):1-18, 2015
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Images from the mind: BCI image evolution based on rapid serial visual presentation of polygon primitives ,
Brain-Computer Interfaces, 2(1):40-56, 2015
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Multi-Variate EEG Analysis as a Novel Tool to Examine Brain Responses to Naturalistic Music Stimuli, Open Access ,
PLoS ONE, 10:e0141281, 2015
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Extracting the neural representation of tone onsets for separate voices of ensemble music using multivariate EEG analysis ,
Psychomusicology: Music, Mind, and Brain, 25:366-379, 2015
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Wyrm: A Brain-Computer Interface Toolbox in Python, Open Access ,
Journal of Neuroinformatics, Springer, 13(4):471-486, 2015
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Developing a Symbiotic System for Scientific Information Seeking: The MindSee Project ,
Symbiotic Interaction, Springer, 2015
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Live Demonstrator of EEG and Eye-Tracking Input for Disambiguation of Image Search Results ,
Symbiotic Interaction, Springer International Publishing, 9359:81-86, 2015
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Tapping Neural Correlates of the Depth of Cognitive Processing for Improving Human Computer Interaction ,
Symbiotic Interaction, Springer International Publishing, 9359:126-131, 2015
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EEG Correlates of Visual Recognition While Overtly Tracking a Moving Object ,
Symbiotic Interaction, Springer International Publishing, 9359:166-171, 2015
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Neural Responses to Abstract and Linguistic Stimuli with Variable Recognition Latency ,
Symbiotic Interaction, Springer International Publishing, 9359:172-178, 2015
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Neural Correlates of Relevant Stimuli Processing for Brain Computer Interfaces ,
Engineering in Medicine and Biology Society (EMBC), 2015 37th Annual International Conference of the IEEE, 2015
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Bringing BCI into everyday life: Motor imagery in a pseudo realistic environment ,
Proceedings of the 2015 International IEEE Conference on Neural Engineering (NER), 2015
Investigating effects of different artefact types on Motor Imagery BCI ,
Conf Proc IEEE Eng Med Biol Soc (EMBC), 2015
Impedance based automatic electrode positioning ,
37th Annual International Conference of the IEEE Engineering in Medicine and Bi ology Society (EMBC), 2015
Neural indicators of the depth of cognitive processing for user-adaptive neurotechnological applications ,
Engineering in Medicine and Biology Society (EMBC), 2015 37th Annual International Conference of the IEEE, 2015
Tacking noise, artifacts and nonstationarity in BCI with robust divergences ,
Proceedings of the European Signal Processing Conference (EUSIPCO), 2015
Animation Effects Challenge Intention Decoding from EEG in Active Visual Search ,
Engineering in Medicine and Biology Society (EMBC), 2015 37th Annual International Conference of the IEEE, 2015
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Exploring Combinations of Auditory and Visual Stimuli for Gaze-Independent Brain-Computer Interfaces, Open Access ,
PLoS ONE, Public Library of Science, 9(10):e111070, 2014
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SPoC: a novel framework for relating the amplitude of neuronal oscillations to behaviorally relevant parameters ,
NeuroImage, 86(0):111-122, 2014
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Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm, Open Access ,
PLoS ONE, Public Library of Science, 9(6):e98322, 2014
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Motor Imagery for Severely Motor-Impaired Patients: Evidence for Brain-Computer Interfacing as Superior Control Solution, Open Access ,
PLoS ONE, Public Library of Science, 9(8):e104854, 2014
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Optimizing the regularization for image reconstruction of cerebral diffuse optical tomography ,
Journal of Biomedical Optics, 19(9):096006, 2014
Visuo-motor coordination ability predicts performance with brain-computer interfaces controlled by modulation of sensorimotor rhythms (SMR), Open Access ,
Frontiers Human Neurosci, 8(574), 2014
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Electrophysiology-based detection of emergency braking intention in real-world driving ,
J Neural Eng, 11(5):056011, 2014
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On the interpretation of weight vectors of linear models in multivariate neuroimaging, Neuroimage single best paper of 2014 Award. ,
NeuroImage, 87:96-110, 2014
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Robust Common Spatial filters with a Maxmin Approach ,
Neural Computation, 26(2):1-28, 2014
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Detection of Braking Intention in Diverse Situations during Simulated Driving based on EEG Feature Combination, In press ,
J Neural Eng, 2014
Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller ,
J Neural Eng, 11(3):035005, 2014
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Towards a holistic assessment of the user experience with hybrid BCIs ,
J Neural Eng, IOP Publishing, 11(3):035007, 2014
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EEG Predictors of Covert Vigilant Attention ,
J Neural Eng, IOP Publishing, 11(3):035009, 2014
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Divergence-based Framework for Common Spatial Patterns Algorithms ,
Biomedical Engineering, IEEE Reviews in, 7:50-72, 2014
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Analysis and Single-Trial Classification of EEG Alpha Spindles on rolonged Brake Reaction Times During Auditory Distraction in a Real Road-Driving Study ,
Accid Anal Prev, 62:110-118, 2014
ECoG high gamma activity reveals distinct cortical representations of lyrics passages, harmonic and timbre-related changes in a rock song ,
Frontiers in Human Neuroscience, 8:798, 2014
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Predicting BCI subject performance using probabilistic spatio-temporal filters, Open Access ,
PLoS ONE, Public Library of Science, 9(2):e87056, 2014
Decoding auditory attention to instruments in polyphonic music using single-trial EEG classification ,
J Neural Eng, 11:026009, 2014
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Mean shrinkage improves the classification of ERP signals by exploiting additional label information ,
Proceedings of the 2014 International Workshop on Pattern Recognition in Neuroimaging, 2014
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Robust Common Spatial Patterns by Minimum Divergence Covariance Estimator ,
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on, 2014
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Information Geometry meets BCI - Spatial filtering using divergences ,
Brain-Computer Interface (BCI), 2014 International Winter Workshop on, 2014
Gaze-Independent BCI-Spelling Using Rapid Visual Serial Presentation (RSVP) ,
Clin Neurophysiol, 124(5):901-908, 2013
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Integration of Multivariate Data Streams With Bandpower Signals ,
IEEE Transactions on Multimedia, 15(5):1001-1013, 2013
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Identifying causal networks of neuronal sources from EEG/MEG data with the phase slope index: a simulation study ,
Biomed Tech, 22:1 - 14, 2013
Facing the challenge: Bringing brain-computer interfaces to end-users ,
Artificial Intelligence in Medicine, 59(2):55-60, 2013
Single-trial analysis of the neural correlates of speech quality perception ,
J Neural Eng, 10(5):056003, 2013
Transferring Subspaces Between Subjects in Brain-Computer Interfacing ,
IEEE Trans Biomed Eng, 60(8):2289-2298, 2013
Optimizing ERP Based BCI - a Systematic Evaluation of Dynamic Stopping Methods ,
J Neural Eng, 10(3):036025, 2013
User-Centered Design in BCI - a Case Study ,
Artificial Intelligence in Medicine, 59(2):71-80, 2013
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Neuromuscular electrical stimulation induced brain patterns to decode motor imagery ,
Clin Neurophysiol, 124(1):1824-1834, 2013
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Chroma Speller: Isotropic visual stimuli for truly gaze-independent spelling ,
Neural Engineering (NER), 2013 6th International IEEE/EMBS Conference on, 2013
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Evaluation of Four Different BCI Prototypes by Severely Motor-Restricted End-Users ,
Proceedings of the Fifth International Brain-Computer Interface Meeting 2013, Verlag der Technischen Universität Graz, 2013
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The hybrid Brain-Computer Interface: a bridge to assistive technology? ,
Proceedings BMT (Biomedizinische Technik) 2013 - Dreiländertagung der Deutschen, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik, Walter de Gruyter, 58(SI-1), 2013
Multiple Kernel Learning for Brain-Computer Interfacing ,
Conf Proc IEEE Eng Med Biol Soc (EMBC), 2013
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Robust Spatial Filtering with Beta Divergence ,
Advances in Neural Information Processing Systems 26, MIT Press, 2013
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Zero Training for BCI - Reality for BCI Systems Based on Event-Related Potentials ,
Proceedings BMT (Biomedizinische Technik) 2013 - Dreiländertagung der Deutschen, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik, Walter de Gruyter, 58(SI-1), 2013
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On Classifying Artifactual Independent Components: Generalization Ability to Different Electrode Setups ,
Proceedings of the Fifth International Brain-Computer Interface Meeting 2013, Verlag der Technischen Universität Graz, 2013
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Brain-computer interfaces: beyond medical applications ,
Computer, Published by the IEEE Computer Society, 2012
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Estimating true brain connectivity from EEG/MEG data invariant to linear and static transformations in sensor space ,
NeuroImage, 60(1):476 - 488, 2012
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Enhanced performance by a Hybrid NIRS-EEG Brain Computer Interface, Open Access ,
NeuroImage, 59(1):519-529, 2012
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Towards non-invasive multi-unit spike recordings: Mapping 1kHz EEG signals over human somatosensory cortex, in press ,
Clin Neurophysiol, 2012
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J Neural Eng, 9(4):045003, 2012
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Psychological predictors of SMR-BCI performance ,
Biol Psychol, 89(1):80-86, 2012
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A critical assessment of connectivity measures for EEG data: a simulation study ,
NeuroImage, 64:120-133, 2012
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IEEE Trans Neural Syst Rehabil Eng, 20:653-662, 2012
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On the feasibility of using motor imagery EEG-based brain-computer interface in chronic tetraplegics for assistive robotic arm control: a clinical test and long-term post-trial follow-up, open access ,
Spinal Cord, Nature Publishing Group, 2012
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Stationary Common Spatial Patterns for Brain-Computer Interfacing ,
Journal of Neural Engineering, 9(2):026013, 2012
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Exploring motion VEPs for gaze-independent communication ,
J Neural Eng, 9(4):045006, 2012
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Online detection of error-related potentials boosts the performance of mental typewriters ,
BMC Neurosci, 13:19, 2012
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IEEE Trans Image Process, 21(5):2619-2629, 2012
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Review of the BCI Competition IV, Open Access ,
Front Neuroscience, 6(55), 2012
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Does bimodal stimulus presentation increase ERP components usable in BCIs? ,
J Neural Eng, 9(4):045005, 2012
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Control-Display Mapping in Brain-Computer Interfaces ,
Ergonomics, 55(5):564-580, 2012
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Special section on gaze-independent brain-computer interfaces (Editorial) ,
J Neural Eng, 9(4):040201, 2012
Are high-frequency (600Hz) oscillations in human somatosensory evoked potentials due to phase-resetting phenomena?, in press ,
Clin Neurophysiol, 2012
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Brain-Computer Interfaces - Principles and Practice, Oxford University Press, 2012
Alleviating the Influence of Weak Data Asymmetries on Granger-Causal Analyses, 10.1007/978-3-642-28551-6_4 ,
Latent Variable Analysis and Signal Separation, Springer Berlin / Heidelberg, 7191:25-33, 2012
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Designing future BCIs: Beyond the bit rate ,
Towards Practical Brain-Computer Interfaces, Springer, 2012
Multi-variate correlation of power spectral density ,
Annual Meeting of the Organization for Human Brain Mapping (OHBM), 2012, 2012
Using NIRS as a predictor for EEG-based BCI performance ,
Conf Proc IEEE Eng Med Biol Soc, 2012:4911-4914, 2012
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How stimulation speed affects Event-Related Potentials and BCI performance ,
Conf Proc IEEE Eng Med Biol Soc, 2012:1802-1805, 2012
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Brain-Computer Interfacing in Discriminative and Stationary Subspaces ,
Conf Proc IEEE Eng Med Biol Soc (EMBC), 2012
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Common Spatial Pattern Patches: online evaluation on naive users ,
Conf Proc IEEE Eng Med Biol Soc, 2012, 2012
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Exploring the use of direct feedback in ERP-based BCI ,
Conf Proc IEEE Eng Med Biol Soc, 2012:6707-6710, 2012
No Surprise - Fixed Sequence Event-Related Potentials for Brain-Computer Interfaces ,
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE, 2012
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Mushu, a free- and open source BCI signal acquisition, written in Python ,
Conf Proc IEEE Eng Med Biol Soc, 2012, 2012
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Optimal imaging of cortico-muscular coherence through a novel regression technique based on multi-channel EEG and un-rectified EMG ,
NeuroImage, 57:1059-1067, 2011
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Single-trial analysis and classification of ERP components - a tutorial ,
NeuroImage, 56:814-825, 2011
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Using Simulated Input into Brain-Computer Interfaces for User-Centred Design ,
Int J Bioelectromagnetism, 13(2):86-87, 2011
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Neuroreport, 22:459-463, 2011
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Slow Feature Analysis as a Potential Preprocessing Tool in BCI ,
Int J Bioelectromagnetism, 13(2):100-101, 2011
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L1-penalized Linear Mixed-Effects Models for high dimensional data with application to BCI ,
NeuroImage, 56(4):2100 - 2108, 2011
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Bristle-sensors - Low-cost Flexible Passive Dry EEG Electrodes for Neurofeedback and BCI Applications ,
J Neural Eng, 8:025008, 2011
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Novel Paradigms for Auditory ERP Spellers with Spatial Hearing: Two Online Studies ,
Int J Bioelectromagnetism, 13(2):96-97, 2011
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A novel 9-class auditory ERP paradigm driving a predictive text entry system, Open Access ,
Front Neuroscience, 5:99, 2011
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Large-Scale EEG/MEG Source Localization with Spatial Flexibility ,
NeuroImage, 54:851-859, 2011
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EEG potentials predict upcoming emergency brakings during simulated driving ,
J Neural Eng, 8:056001, 2011
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Covert movements trigger repetition suppression of electroencephalography in sensorimotor cortex ,
Neuroreport, 22:141-145, 2011
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Visual stimuli evoke rapid activation (120 ms) of sensorimotor cortex for overt but not for covert movements ,
Brain Res, 1368:185-195, 2011
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Motivation affects performance in a P300-Brain-Computer Interface ,
Int J Bioelectromagnetism, 13(1):46-47, 2011
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NeuroImage, 56:387-399, 2011
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Tools for Brain-Computer Interaction: a general concept for a hybrid BCI (hBCI), Open Access ,
Front Neuroinformatics, 5(0), 2011
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Tobi hybrid BCI: principle of a new assistive method ,
Int J Bioelectromagnetism, 13(3):144-145, 2011
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A novel method for reliable and fast extraction of neuronal EEG/MEG oscillations on the basis of spatio-spectral decomposition ,
NeuroImage, 55:1528-1535, 2011
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Common Spatial Pattern Patches - an Optimized Filter Ensemble for Adaptive Brain-Computer Interfaces ,
J Neural Eng, 8(2):025012 (7pp), 2011
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Extension of non-invasive EEG into the kHz range for evoked thalamocortical activity by means of very low noise amplifiers ,
Physiol Meas, 32(12):N73-79, 2011
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Putting AMUSE to work: an end-user study ,
Int J Bioelectromagnetism, 13(3):139-140, 2011
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Listen, you are writing! Speeding up online spelling with a dynamic auditory BCI, Open Access ,
Front Neuroscience, 5(112), 2011
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Event-related desynchronization of sensorimotor EEG rhythms in hemiparetic patients with acute stroke ,
Neurosci Lett, 488:17-21, 2011
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Optimized Stimulation Events for a Visual ERP BCI ,
Int J Bioelectromagnetism, 13(3):119-120, 2011
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Brain-Computer Interfacing using Modulations of Alpha Activity Induced by Covert Shifts of Attention ,
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Int J Bioelectromagnetism, 13(1):11-12, 2011
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Toward Unsupervised Adaptation of LDA for Brain-Computer Interfaces ,
IEEE Trans Biomed Eng, 58(3):587 -597, 2011
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Machine-Learning Based Co-adaptive Calibration ,
Neural Comput, 23(3):791-816, 2011
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Co-adaptive calibration to improve BCI efficiency ,
J Neural Eng, 8(2):025009 (8pp), 2011
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Automatic Classification of Artifactual ICA-Components for Artifact Removal in EEG Signals ,
Behav Brain Funct, 7(1):30, 2011
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Int J Bioelectromagnetism, 13(2):72-73, 2011
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Improving Classification Performance of BCIs by Using Stationary Common Spatial Patterns and Unsupervised Bias Adaptation ,
Hybrid Artificial Intelligent Systems, Springer Berlin / Heidelberg, 6679:34-41, 2011
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A gaze independent speller based on rapid serial visual presentation ,
Conf Proc IEEE Eng Med Biol Soc, 2011:4560-4563, 2011
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A Physiological Approach to Determine Video Quality ,
2011 IEEE International Symposium on Multimedia (ISM), 2011
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Stationary Linear Discriminant Analysis - Classifying Non-Stationary Features in Brain-Computer Interfacing, Conference Abstract: Bernstein Conference on Computational Neuroscience (BCCN '11) ,
Frontiers in Neuroscience, 2011
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Conf Proc IEEE Eng Med Biol Soc, 2011:7310-7315, 2011
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Slow Feature Analysis - A Tool for Extraction of Discriminating Event-Related Potentials in Brain-Computer Interfaces ,
Artificial Neural Networks and Machine Learning - ICANN 2011, Springer Berlin / Heidelberg, 6791:36-43, 2011
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Front. Hum. Neurosci. Conference Abstract: XI International Conference on Cognitive Neuroscience (ICON XI), 2011
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Adaptive Classification Improves Control Performance In ERP-Based BCIs ,
Proceedings of the 5th International BCI Conference, 2011
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$ll_1$-Penalized Linear Mixed-Effects Models for BCI ,
Artificial Neural Networks and Machine Learning-ICANN 2011, Springer-Verlag, 2011
Natural stimuli for auditory BCI ,
Neurosc Let, 500(Supplement 1):e11, 2011
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Proc. 5th Int. BCI Conf. Graz, Verlag der Technischen Universität Graz, 2011
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Classifying motor imagery with FES induced EEG patterns ,
Neurosci Lett, 500(Supplement 1):e48, 2011
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ERP assessment of word processing under broadcast bit rate limitations ,
Neurosci Lett, 500, suppl. 1:e49, 2011
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Revealing the Neural Response to Imperceptible Peripheral Flicker with Machine Learning ,
Conf Proc IEEE Eng Med Biol Soc, 2011:3692-3695, 2011
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Group-wise Stationary Subspace Analysis - A novel method for studying non-stationarities ,
Proc. 5th Int. BCI Conf. Graz, Verlag der Technischen Universität Graz, 2011
Motion-based ERP spellers in a covert attention paradigm ,
Neurosci Lett, 500(Supplement 1):e11, 2011
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Neurosci Lett, 500(Supplement 1):e19 - e20, 2011
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Conf Proc IEEE Eng Med Biol Soc, 2011
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Proc. 5th Int. BCI Conf. Graz, 2011
Stationary Common Spatial Patterns: Towards robust classification of non-stationary EEG signals ,
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on, 2011
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Berlin Institute of Technology, 2011
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Technische Universität Berlin, Fakultät IV - Elektrotechnik und Informatik, 2011
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Berlin Institute of Technology, 2011
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NeuroImage, 51(4):1303-1309, 2010
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The Berlin Brain-Computer Interface: Non-Medical Uses of BCI Technology, Open Access ,
Front Neuroscience, 4:198, 2010
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Sparse Causal Discovery in Multivariate Time Series ,
JMLR W&CP, 6:97-106, 2010
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Modeling sparse connectivity between underlying brain sources for EEG/MEG ,
IEEE Trans Biomed Eng, 57(8):1954 - 1963, 2010
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Miniaturized electroencephalographic scalp electrode for optimal wearing comfort ,
Clin Neurophysiol, 121:1007-1014, 2010
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Clin Neurophysiol, 121(2):186-93, 2010
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Localizing and estimating causal relations of interacting brain rhythms, Open Access ,
Frontiers Human Neurosci, 4:209, 2010
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Combining Brain-Computer Interfaces and Assistive Technologies: State-of-the-Art and Challenges, Open Access ,
Frontiers in Neuroprosthetics, 4, 2010
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On optimal channel configurations for SMR-based brain-computer interfaces ,
Brain Topogr, 23(2):186-193, 2010
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A New Auditory Multi-class Brain-Computer Interface Paradigm: Spatial Hearing as an Informative Cue, Open Access ,
PLoS ONE, 5(4):e9813, 2010
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J Neurophysiol, 2010
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A regularized discriminative framework for EEG analysis with application to brain-computer interface ,
NeuroImage, 49:415-432, 2010
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(C)overt attention and visual speller design in an ERP-based brain-computer interface, Open Access ,
Behav Brain Funct, 6:28, 2010
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Pyff - A Pythonic Framework for Feedback Applications and Stimulus Presentation in Neuroscience, Open Access ,
Front Neuroscience, 4:179, 2010
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Towards a Cure for BCI Illiteracy, Open Access ,
Brain Topogr, 23:194-198, 2010
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Open database of epileptic EEG with MRI and postoperational assessment of foci - a real world verification for the EEG inverse solutions ,
Neuroinformatics, 8:285-299, 2010
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Detecting Mental States by Machine Learning Techniques: The Berlin Brain-Computer Interface ,
Brain-Computer Interfaces (Revolutionizing Human-Computer Interaction), Springer, 2010
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Exploiting Prior Neurophysiological Knowledge to Improve Brain Computer Interface Performance ,
17th International Conference on Biomagnetism Advances in Biomagnetism - Biomag2010, Springer Berlin Heidelberg, 28:370-373, 2010
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Comparison of Granger Causality and Phase Slope Index ,
Causality: Objectives and Assessment, 6:267-276, 2010
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Adaptive Methods in BCI Research - An Introductory Tutorial ,
Brain-Computer Interfaces, Springer, 2010
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Constructing Surrogate Data to Control for Artifacts of Volume Conduction for Functional Connectivity Measures ,
17th International Conference on Biomagnetism Advances in Biomagnetism - Biomag2010, Springer Berlin Heidelberg, 28:207-210, 2010
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A novel brain-computer interface based on the rapid serial visual presentation paradigm ,
Conf Proc IEEE Eng Med Biol Soc, 2010:2686-2689, 2010
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Front Comput Neurosci, 2010
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Conf Proc IEEE Eng Med Biol Soc, 2010:4185-4188, 2010
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Conf Proc IEEE Eng Med Biol Soc, 2010:5137-5140, 2010
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Modeling the Connectivity of Neural Ensembles Underlying EEG/MEG, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Front Comput Neurosci, 2010
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Front Comput Neurosci, 2010
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Investigation of Non-stationarity in Brain Activity via Robust Principal Component Analysis ,
Bernstein Conference on Computational Neuroscience, 2010
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Using ERPs for Assessing the (Sub)Conscious Perception of Noise ,
Conf Proc IEEE Eng Med Biol Soc, 2010:2690-2693, 2010
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Assessing the (Sub)Conscious Processing of Noise based on ERPs, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Front Comput Neurosci, 2010
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Common Spatial Pattern Patches - an Optimized Filter Ensemble for Adaptive Brain-Computer Interfaces ,
Conf Proc IEEE Eng Med Biol Soc, 2010:4351-4354, 2010
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Common Spatial Pattern Patches - an Optimized Spatial Filter for Adaptive BCIs, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Front Comput Neurosci, 2010
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Alpha-modulation induced by covert attention shifts as a new input modality for EEG-based BCIs ,
Proceedings of the 2010 IEEE Conference on Systems, Man and Cybernetics (SMC2010), 2010
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Front Comput Neurosci, 2010
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Towards gaze-independent visual brain-computer interfaces, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Front Comput Neurosci, 2010
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Novel Applications of BCI Technology: Psychophysiological Optimization of Working Conditions in Industry ,
Proceedings of the 2010 IEEE Conference on Systems, Man and Cybernetics (SMC2010), 2010
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Stationary Common Spatial Patterns for non-stationary EEG data, Conference Abstract: Bernstein Conference on Computational Neuroscience (BCCN '10) ,
Frontiers in Neuroscience, 2010
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Brain-Computer Interfacing in Tetraplegic Patients with High Spinal Cord Injury ,
Int J Bioelectromagnetism, 11(2):65-68, 2009
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Subject-independent mental state classification in single trials ,
Neural Netw, 22(9):1305-1312, 2009
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A Generalized Framework for Quantifying the Dynamics of EEG Event-Related Desynchronization, Open Access ,
PLoS Comput Biol, Public Library of Science, 5(8), 2009
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Improving BCI performance by task-related trial pruning ,
Neural Networks, 22:1295-1304, 2009
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Int J Bioelectromagnetism, 11(2):105-109, 2009
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Now you'll feel it - now you won't: EEG rhythms predict the effectiveness of perceptual masking ,
J Cogn Neurosci, 21(12):2407-2419, 2009
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Classification of Artifactual ICA Components ,
Int J Bioelectromagnetism, 11(2):110-114, 2009
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Time Domain Parameters as a feature for EEG-based Brain Computer Interfaces ,
Neural Networks, 22:1313-1319, 2009
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Designing for uncertain, asymmetric control: Interaction design for brain-computer interfaces ,
Int J Hum Comput Stud, 67(10):827-841, 2009
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Neuronal Correlates of Emotions in Human-Machine Interaction, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P80, 2009
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Predicting BCI Performance to Study BCI Illiteracy ,
7th NFSI & ICBEM 2009, 2009
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Towards a Cure for BCI Illiteracy: Machine-Learning Based Co-adaptive Learning, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P85, 2009
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Predicting BCI Performance to Study BCI Illiteracy, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P84, 2009
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An open database of EEG data from child epilepsy with postoperational foci localization at eeg.pl/epi, Conference Abstract: Neuroinformatics 2009 ,
Frontiers in Neuroscience, 2009
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Subject independent EEG-based BCI decoding ,
Advances in Neural Information Processing Systems 22, MIT Press, 2009
Improving BCI Performance by Modified Common Spatial Patterns with Robustly Averaged Covariance Matrices ,
WC2009, 2009
A maxmin approach to optimize spatial filters for EEG single-trial classification ,
Proceedings of IWANN 09, Part I, LNCS, 2009
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Robust Common Spatial Filters with a Maxmin Approach ,
EMBS-Conference, 2009
Practicing fast-decision BCI using a "goalkeeper" paradigm, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P69, 2009
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Playing Pinball with non-invasive BCI ,
Advances in Neural Information Processing Systems 21, December 8-11, 2008, MIT Press, 2009
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The Berlin Brain-Computer Interface: Accurate performance from first-session in BCI-naive subjects ,
IEEE Trans Biomed Eng, 55(10):2452-2462, 2008
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Optimizing Spatial Filters for Robust EEG Single-Trial Analysis ,
IEEE Signal Process Mag, 25(1):41-56, 2008
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Combining sparsity and rotational invariance in EEG/MEG source reconstruction ,
NeuroImage, 42(2):726-738, 2008
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Towards Zero Training for Brain-Computer Interfacing, Open Access ,
PLoS ONE, Public Library of Science, 3(8):e2967, 2008
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Machine learning for real-time single-trial EEG-analysis: From brain-computer interfacing to mental state monitoring ,
J Neurosci Methods, 167(1):82-90, 2008
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Brain-Computer Interfacing for Intelligent Systems ,
IEEE Intelligent Systems, 23(3):72-79, 2008
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Quasi-movements: A novel motor-cognitive phenomenon ,
Neuropsychologia, 46(2):727-742, 2008
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Anticipatory activity in the human thalamus is predictive of reaction times ,
Neuroscience, 155:1275-1283, 2008
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The Berlin Brain-Computer Interface ,
WCCI 2008 Plenary/Invited Lectures, Springer, 5050:79-101, 2008
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Invariant Common Spatial Patterns: Alleviating Nonstationarities in Brain-Computer Interfacing ,
Advances in Neural Information Processing Systems 20, MIT Press, 2008
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Asynchronous, adaptive BCI using movement imagination training and rest-state inference ,
IASTED's Proceedings on Artificial Intelligence and Applications 2008, 2008
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Estimating vector fields using sparse basis field expansions ,
Advances in Neural Information Processing Systems 21, MIT Press, 2008
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Parieto-occipital alpha power indexes distraction during simulated car driving, Abstracts of the 14th World Congress of Psychophysiology ,
International Journal of Psychophysiology, 69(3), 2008
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Comparison of adaptive features with linear discriminant classifier for Brain Computer Interfaces ,
Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2008, 2008
Analysis of Nonstationarities in EEG signals for improving Brain-Computer Interface performance ,
Technische Universität Berlin, Fakultät IV - Elektrotechnik und Informatik, 2008
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The non-invasive Berlin Brain-Computer Interface: Fast Acquisition of Effective Performance in Untrained Subjects ,
NeuroImage, 37(2):539-550, 2007
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Robustifying EEG data analysis by removing outliers ,
Chaos and Complexity Letters, 2(3):259-274, 2007
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The Berlin Brain-Computer Interface (BBCI): towards a new communication channel for online control in gaming applications ,
Journal of Multimedia Tools and Applications, 33(1):73-90, 2007
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Berlin Brain-Computer Interface - the HCI Communication Channel for Discovery, Special Issue on Ambient Intelligence ,
Int J Hum Comp Studies, 65:460-477, 2007
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A novel mechanism for evoked responses in human brain ,
Eur J Neurosci, 25:3146-54, 2007
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Single Trial Classification of Motor Imagination Using 6 Dry EEG Electrodes, Open Access ,
PLoS ONE, 2(7):e637, 2007
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Covariate Shift Adaptation by Importance Weighted Cross Validation ,
Journal of Machine Learning Research, 8:1027-1061, 2007
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Toward Brain-Computer Interfacing ,
MIT Press, 2007
The Berlin Brain-Computer Interface: Machine-Learning based Detection of User Specific Brain States ,
Toward Brain-Computer Interfacing, MIT press, 2007
General signal processing and machine learning tools for BCI ,
Toward Brain-Computer Interfacing, MIT Press, 2007
An introducton to brain computer interfacing ,
Toward Brain-Computer Interfacing, MIT press, 2007
Improving human performance in a real operating environment through real-time mental workload detection ,
Toward Brain-Computer Interfacing, MIT press, 2007
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Adaptation in CSP-based BCI systems ,
Toward Brain-Computer Interfacing, MIT Press, 2007
A Note on Brain Actuated Spelling with the Berlin Brain-Computer Interface ,
Universal Access in HCI, Part II, HCII 2007, Springer, 4555:759-768, 2007
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Reducing Calibration Time For Brain-Computer Interfaces: A Clustering Approach ,
Advances in Neural Information Processing Systems 19, MIT Press, 2007
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Aggregating Classification Accuracy across Time: Application to Single Trial EEG ,
Advances in Neural Inf. Proc. Systems (NIPS 06), MIT press, 19:825-832, 2007
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Machine Learning and Applications for Brain-Computer Interfacing ,
Human Interface, Part I, HCII 2007, Springer, 4557:705-714, 2007
Assessing Drivers' Vigilance State During Monotonous Driving ,
Proceedings of the Fourth International Symposium on Human Factors in Driving Assessment, Training, and Vehicle Design, 2007
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Classifying Matrices with a Spectral Regularization ,
ICML '07: Proceedings of the 24th international conference on Machine learning, ACM Press, 2007
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Logistic Regression for Single Trial EEG Classification ,
Advances in Neural Information Processing Systems 19, MIT Press, 2007
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Analyses of single trial encephalogram data ,
Technical University of Berlin, 2007
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The Berlin Brain-Computer Interface: EEG-based communication without subject training ,
IEEE Trans Neural Syst Rehabil Eng, 14(2):147-152, 2006
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The Berlin Brain-Computer Interface: Machine Learning Based Detection of User Specific Brain States ,
J Universal Computer Sci, 12(6):581-607, 2006
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The BCI Competition III: Validating Alternative Approachs to Actual BCI Problems ,
IEEE Trans Neural Syst Rehabil Eng, 14(2):153-159, 2006
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Combined optimization of spatial and temporal filters for improving Brain-Computer Interfacing ,
IEEE Trans Biomed Eng, 53(11):2274-2281, 2006
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Toward noninvasive Brain-Computer Interfaces ,
IEEE Signal Process Mag, 23(5):125-128, 2006
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BCI Meeting 2005-workshop on BCI signal processing: feature extraction and translation ,
IEEE Trans Neural Syst Rehabil Eng, 14:135-138, 2006
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Identifying interactions in mixed and noisy complex systems ,
Physical Review E, 73:051913, 2006
Now you feel it - now you don't: ERP correlates of somatosensory awareness ,
Psychophysiology, 43(1):31-40, 2006
Towards Adaptive Classification for BCI ,
J Neural Eng, 3(1):R13-R23, 2006
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The Berlin Brain-Computer Interface presents the novel mental typewriter Hex-o-Spell ,
Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, Verlag der TU Graz, 2006
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Optimizing spatio-temporal filters for improving Brain-Computer Interfacing ,
Advances in Neural Inf. Proc. Systems (NIPS 05), MIT Press, 18:315-322, 2006
On-line differentiation of neuroelectric activities: algorithms and applications ,
Proceedings of the 28th Annual International Conference IEEE EMBS on Biomedicine, 2006
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Analyzing Coupled Brain Sources: Distinguishing True from Spurious Interaction, accepted ,
Advances in Neural Inf. Proc. Systems (NIPS 05), 18, 2006
EEG-based control of reaching to visual targets ,
Dynamical Principles for neuroscience and intelligent biomimetic devices - Abstracts of the EPFL-LATSIS Symposium 2006, 2006
Importance-Weighted Cross-Validation for Covariate Shift ,
Proc. DAGM, LNCS 4174, Springer-Verlag, 2006
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Optimizing Spectral Filters for Single Trial EEG Classification ,
Proc. DAGM, LNCS 4174, Springer-Verlag, 2006
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Adapting Spatial Filtering Methods for Nonstationary BCIs ,
Proceedings of 2006 Workshop on Information-Based Induction Sciences (IBIS2006), 2006
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Spectrally Weighted Common Spatial Pattern Algorithm for Single Trial EEG Classification ,
Dept. of Mathematical Engineering, The University of Tokyo, 2006
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Increasing Information Transfer Rates for Brain-Computer Interfacing ,
University of Potsdam, 2006
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Spatio-Spectral Filters for Improving Classification of Single Trial EEG ,
IEEE Trans Biomed Eng, 52(9):1541-1548, 2005
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Binary on-line classification based on temporally integrated information ,
Proceedings of the 28th annual conference of the Gesellschaft für Klassifikation, 2005
The Berlin Brain-Computer Interface: Report from the Feedback Sessions ,
Fraunhofer FIRST, 2005
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BCI Competition 2003 - Data Set IIa: Spatial Patterns of Self-Controlled Brain Rhythm Modulations ,
IEEE Trans Biomed Eng, 51(6):1062-1066, 2004
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The BCI Competition 2003: Progress and Perspectives in Detection and Discrimination of EEG Single Trials ,
IEEE Trans Biomed Eng, 51(6):1044-1051, 2004
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Boosting bit rates in non-invasive EEG single-trial classifications by feature combination and multi-class paradigms ,
IEEE Trans Biomed Eng, 51(6):993-1002, 2004
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Brain-Computer Communication with Slow Cortical Potentials: Methodology and Critical Aspects ,
IEEE Trans Biomed Eng, 51(6):1011-1018, 2004
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Bayesian Classification of Single-Trial Event-Related Potentials in EEG ,
Int J Bif Chaos, 14(2):719-726, 2004
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The Berlin Brain-Computer Interface For Rapid Response ,
Biomed Tech, 49(1):61-62, 2004
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Probabilistic Modeling of Sensorimotor $u$-Rhythms for Classification of Imaginary Hand Movements ,
IEEE Trans Biomed Eng, 51(6):1077-1080, 2004
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Machine learning techniques for Brain-Computer Interfaces ,
Biomed Tech, 49(1):11-22, 2004
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Increase Information Transfer Rates in BCI by CSP Extension to Multi-class ,
Advances in Neural Information Processing Systems, MIT Press, 16:733-740, 2004
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Improving Speed And Accuracy Of Brain-Computer Interfaces Using Readiness Potential Features ,
Conf Proc IEEE Eng Med Biol Soc, 4:4511-4515, 2004
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Brain-Computer Interfaces: Design and Implementation of an Online BCI System of the Control in Gaming Applications and Virtual Limbs ,
Technische Universität Berlin, Fakultät IV - Elektrotechnik und Informatik, 2004
Boosting Bit Rates and Error Detection for the Classification of Fast-Paced Motor Commands Based on Single-Trial EEG Analysis ,
IEEE Trans Neural Syst Rehabil Eng, 11(2):127-131, 2003
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Linear and Non-Linear Methods for Brain-Computer Interfaces ,
IEEE Trans Neural Syst Rehabil Eng, 11(2):165-169, 2003
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A Data Analysis Competition to Evaluate Machine Learning Algorithms for use in Brain-Computer Interfaces ,
IEEE Trans Neural Syst Rehabil Eng, 11(2):184-185, 2003
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Speeding up classification of multi-channel Brain-Computer Interfaces: Common spatial patterns for slow cortical potentials ,
Proceedings of the 1st International IEEE EMBS Conference on Neural Engineering. Capri 2003, 2003
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Combining Features for BCI ,
Advances in Neural Inf. Proc. Systems (NIPS 02), 15:1115-1122, 2003
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The Berlin Brain-Computer Interface (BBCI): towards a new communication channel for online control of multimedia applications and computer games ,
9th International Conference on Distributed Multimedia Systems (DMS'03), 2003
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Classifying Single Trial EEG: Towards Brain Computer Interfacing ,
Advances in Neural Inf. Proc. Systems (NIPS 01), 14:157-164, 2002
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Single Trial Detection of EEG Error Potentials: A Tool for Increasing BCI transmission rates ,
Artificial Neural Networks - ICANN 2002, 2002
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A Simple Generative Model for Single-Trial EEG Classification ,
Artificial Neural Networks - ICANN 2002, Springer, 2002
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Decomposition Algorithms for Analysing Brain Signals ,
Adaptive Systems for Signal Processing, Communications and Control, 2000
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