Please see http://brain-computer-interfaces.net for the webpage of the Brain-Computer Interface group.
Neural Engineering Brain-Computer Interfaces Machine Learning Causal Inference Robotics
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Görner, M., Schölkopf, B., Grosse-Wentrup, M.
Closing One’s Eyes Affects Amplitude Modulation but Not Frequency Modulation in a Cognitive BCI
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 - From Vision to Reality, pages: 165-170, (Editors: Müller-Putz G.R., Steyrl D., Wriessnegger S. C., Scherer R.), Graz University of Technology, Austria, Graz Brain-Computer Interface Conference, September 2017 (conference)
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Moser, J., Hohmann, M. R., Schölkopf, B., Grosse-Wentrup, M.
A Guided Task for Cognitive Brain-Computer Interfaces
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 - From Vision to Reality, pages: 326-331, (Editors: Müller-Putz G.R., Steyrl D., Wriessnegger S. C., Scherer R.), Graz University of Technology, Austria, Graz Brain-Computer Interface Conference, September 2017 (conference)
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Fiebig, K., Jayaram, V., Hesse, T., Blank, A., Peters, J., M., G.
Bayesian Regression for Artifact Correction in Electroencephalography
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 - From Vision to Reality, pages: 131-136, (Editors: Müller-Putz G.R., Steyrl D., Wriessnegger S. C., Scherer R.), Graz University of Technology, Austria, Graz Brain-Computer Interface Conference, September 2017 (conference)
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Grossberger, L., Hohmann, M. R., Peters, J., M., G.
Investigating Music Imagery as a Cognitive Paradigm for Low-Cost Brain-Computer Interfaces
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 - From Vision to Reality, pages: 160-164, (Editors: Müller-Putz G.R., Steyrl D., Wriessnegger S. C., Scherer R.), Graz University of Technology, Austria, Graz Brain-Computer Interface Conference, September 2017 (conference)
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Ozdenizci, O., Yalcin, M., Erdogan, A., Patoglu, V., Grosse-Wentrup, M., Cetin, M.
Correlations of Motor Adaptation Learning and Modulation of Resting-State Sensorimotor EEG Activity
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 - From Vision to Reality, pages: 384-388, (Editors: Müller-Putz G.R., Steyrl D., Wriessnegger S. C., Scherer R.), Graz University of Technology, Austria, Graz Brain-Computer Interface Conference, September 2017 (conference)
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Rubenstein*, P. K., Weichwald*, S., Bongers, S., Mooij, J. M., Janzing, D., Grosse-Wentrup, M., Schölkopf, B.
Causal Consistency of Structural Equation Models
Proceedings Conference on Uncertainty in Artificial Intelligence (UAI) 2017, (Editors: Gal Elidan, Kristian Kersting, and Alexander T. Ihler), Association for Uncertainty in Artificial Intelligence (AUAI), Conference on Uncertainty in Artificial Intelligence (UAI), August 2017, *equal contribution (conference)
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Ozdenizci, O., Yalcin, M., Erdogan, A., Patoglu, V., Grosse-Wentrup, M., Cetin, M.
Pre-Movement Contralateral EEG Low Beta Power Is Modulated with Motor Adaptation Learning
International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017), pages: 934-938, 2017 (conference)
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Hohmann, M. R., Fomina, T., Jayaram, V., Emde, T., Just, J., Synofzik, M., Schölkopf, B., Schöls, L., Grosse-Wentrup, M.
Case Series: Slowing Alpha Rhythm in Late-Stage ALS Patients
Clinical Neurophysiology, 129(2):406-408, 2017 (article)
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Ozdenizci, O., Yalcin, M., Erdogan, A., Patoglu, V., Grosse-Wentrup, M., Cetin, M.
Electroencephalographic identifiers of motor adaptation learning
Journal of Neural Engineering, 14(4):046027, 2017 (article)
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Mastakouri, A., Weichwald, S., Ozdenizci, O., Meyer, T., Schölkopf, B., Grosse-Wentrup, M.
Personalized Brain-Computer Interface Models for Motor Rehabilitation
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2017), pages: 3024-3029, 2017 (conference)
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Jayaram, V., Schölkopf, B., Grosse-Wentrup, M.
Frequency Peak Features for Low-Channel Classification in Motor Imagery Paradigms
Proceedings of the 8th International IEEE/EMBS Conference on Neural Engineering (NER 2017), pages: 321-324, 2017 (conference)
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Jayaram, V., Hohmann, M., Just, J., Schölkopf, B., Grosse-Wentrup, M.
Task-induced frequency modulation features for brain-computer interfacing
Journal of Neural Engineering, 14(5):056015, 2017 (article)
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Fomina, T., Weichwald, S., Synofzik, M., Just, J., Schöls, L., Schölkopf, B., Grosse-Wentrup, M.
Absence of EEG correlates of self-referential processing depth in ALS
PLOS ONE, 12(6):e0180136, 2017 (article)
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Weichwald, S., Gretton, A., Schölkopf, B., Grosse-Wentrup, M.
Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data
Proceedings of the 6th International Workshop on Pattern Recognition in NeuroImaging (PRNI 2016), 2016 (conference)
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Grosse-Wentrup, M., Janzing, D., Siegel, M., Schölkopf, B.
Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach
NeuroImage, 125, pages: 825-833, 2016 (article)
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Hohmann, M., Fomina, T., Jayaram, V., Widmann, N., Förster, C., Just, J., Synofzik, M., Schölkopf, B., Schöls, L., Grosse-Wentrup, M.
A cognitive brain–computer interface for patients with amyotrophic lateral sclerosis
In Brain-Computer Interfaces: Lab Experiments to Real-World Applications, 228(Supplement C):221-239, 8, Progress in Brain Research, (Editors: Damien Coyle), Elsevier, 2016 (incollection)
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Jayaram, V., Alamgir, M., Altun, Y., Schölkopf, B., Grosse-Wentrup, M.
Transfer Learning in Brain-Computer Interfaces
IEEE Computational Intelligence Magazine, 11(1):20-31, 2016 (article)
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Weichwald, S., Grosse-Wentrup, M., Gretton, A.
MERLiN: Mixture Effect Recovery in Linear Networks
IEEE Journal of Selected Topics in Signal Processing, 10(7):1254-1266, 2016 (article)
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Hohmann, M. R., Fomina, T., Jayaram, V., Förster, C., Just, J., M., S., Schölkopf, B., Schöls, L., Grosse-Wentrup, M.
An Improved Cognitive Brain-Computer Interface for Patients with Amyotrophic Lateral Sclerosis
Proceedings of the Sixth International BCI Meeting, pages: 44, (Editors: Müller-Putz, G. R. and Huggins, J. E. and Steyrl, D.), BCI, 2016 (conference)
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Fomina, T., Lohmann, G., Erb, M., Ethofer, T., Schölkopf, B., Grosse-Wentrup, M.
Self-regulation of brain rhythms in the precuneus: a novel BCI paradigm for patients with ALS
Journal of Neural Engineering, 13(6):066021, 2016 (article)
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Jayaram, V., Grosse-Wentrup, M.
A Transfer Learning Approach for Adaptive Classification in P300 Paradigms
Sixth International BCI Meeting, BCI, 2016 (conference)
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Fiebig, K., Jayaram, V., Peters, J., Grosse-Wentrup, M.
Multi-task logistic regression in brain-computer interfaces
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), pages: 002307-002312, IEEE, 2016 (conference)
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Ibarra Chaoul, A., Grosse-Wentrup, M.
Is Breathing Rate a Confounding Variable in Brain-Computer Interfaces (BCIs) Based on EEG Spectral Power?
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pages: 1079-1082, EMBC, August 2015 (conference)
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Küffner, R., Zach, N., Norel, R., Hawe, J., Schoenfeld, D., Wang, L., Li, G., Fang, L., Mackey, L., Hardiman, O., Cudkowicz, M., Sherman, A., Ertaylan, G., Grosse-Wentrup, M., Hothorn, T., van Ligtenberg, J., Macke, J., Meyer, T., Schölkopf, B., Tran, L., Vaughan, R., Stolovitzky, G., Leitner, M.
Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression
Nature Biotechnology, 33, pages: 51-57, 2015 (article)
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Weichwald, S., Meyer, T., Özdenizci, O., Schölkopf, B., Ball, T., Grosse-Wentrup, M.
Causal interpretation rules for encoding and decoding models in neuroimaging
NeuroImage, 110, pages: 48–59, 2015 (article)
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Jayaram, V., Widmann, N., Förster, C., Fomina, T., Hohmann, M. R., Müller vom Hagen, J., Synofzik, M., Schölkopf, B., Schöls, L., Grosse-Wentrup, M.
Brain-Computer Interfacing in Amyotrophic Lateral Sclerosis: Implications of a Resting-State EEG Analysis
In Proceedings of the 37th IEEE Conference for Engineering in Medicine and Biology, pages: 6979-6982, EMBC, 2015 (inproceedings)
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Fomina, T., Hohmann, M. R., Schölkopf, B., Grosse-Wentrup, M.
Identification of the Default Mode Network with Electroencephalography
In Proceedings of the 37th IEEE Conference for Engineering in Medicine and Biology, pages: 7566-7569, EMBC, 2015 (inproceedings)
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Fomina, T., Schölkopf, B., Grosse-Wentrup, M.
Towards Cognitive Brain-Computer Interfaces for Patients with Amyotrophic Lateral Sclerosis
In 7th Computer Science and Electronic Engineering Conference, pages: 77-80, Curran Associates, Inc., CEEC, 2015 (inproceedings)
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Hohmann, M. R., Fomina, T., Jayaram, V., Widmann, N., Förster, C., Müller vom Hagen, J., Synofzik, M., Schölkopf, B., Schöls, L., Grosse-Wentrup, M.
A Cognitive Brain-Computer Interface for Patients with Amyotrophic Lateral Sclerosis
In Proceedings of the 2015 IEEE International Conference on Systems, Man, and Cybernetics, pages: 3187-3191, SMC, 2015 (inproceedings)
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Weichwald, S., Schölkopf, B., Ball, T., Grosse-Wentrup, M.
Causal and Anti-Causal Learning in Pattern Recognition for Neuroimaging
In 4th International Workshop on Pattern Recognition in Neuroimaging (PRNI), IEEE , PRNI, 2014 (inproceedings)
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Grosse-Wentrup, M., Schölkopf, B.
A Brain-Computer Interface Based on Self-Regulation of Gamma-Oscillations in the Superior Parietal Cortex
Journal of Neural Engineering, 11(5):056015, 2014 (article)
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Meyer, T., Peters, J., Zander, T., Schölkopf, B., Grosse-Wentrup, M.
Predicting Motor Learning Performance from Electroencephalographic Data
Journal of NeuroEngineering and Rehabilitation, 11:24, 2014 (article)
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Weichwald, S., Meyer, T., Schölkopf, B., Ball, T., Grosse-Wentrup, M.
Decoding Index Finger Position from EEG Using Random Forests
In 4th International Workshop on Cognitive Information Processing (CIP), IEEE, CIP, 2014 (inproceedings)
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Özdenizci, O., Meyer, T., Cetin, M., Grosse-Wentrup, M.
Towards Neurofeedback Training of Associative Brain Areas for Stroke Rehabilitation
In Proceedings of the 6th International Brain-Computer Interface Conference, (Editors: G Müller-Putz and G Bauernfeind and C Brunner and D Steyrl and S Wriessnegger and R Scherer), 2014 (inproceedings)
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Grosse-Wentrup, M., Schölkopf, B.
A Review of Performance Variations in SMR-Based Brain–Computer Interfaces (BCIs)
In Brain-Computer Interface Research, pages: 39-51, 4, SpringerBriefs in Electrical and Computer Engineering, (Editors: Guger, C., Allison, B. Z. and Edlinger, G.), Springer, 2013 (inbook)
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Janzing, D., Balduzzi, D., Grosse-Wentrup, M., Schölkopf, B.
Quantifying causal influences
Annals of Statistics, 41(5):2324-2358, 2013 (article)
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Grosse-Wentrup, M., Harmeling, S., Zander, T., Hill, J., Schölkopf, B.
How to Test the Quality of Reconstructed Sources in Independent Component Analysis (ICA) of EEG/MEG Data
In Proceedings of the 3rd International Workshop on Pattern Recognition in NeuroImaging (PRNI), pages: 102-105, IEEE Xplore Digital Library, PRNI, 2013 (inproceedings)
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Zander, T., Battes, B., Schölkopf, B., Grosse-Wentrup, M.
Towards neurofeedback for improving visual attention
In Proceedings of the Fifth International Brain-Computer Interface Meeting: Defining the Future, pages: Article ID: 086, (Editors: J.d.R. Millán, S. Gao, R. Müller-Putz, J.R. Wolpaw, and J.E. Huggins), Verlag der Technischen Universität Graz, 5th International Brain-Computer Interface Meeting, 2013, Article ID: 086 (inproceedings)
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Grosse-Wentrup, M., Schölkopf, B.
High gamma-power predicts performance in sensorimotor-rhythm brain-computer interfaces
Journal of Neural Engineering, 9(4):046001, May 2012 (article)
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Grosse-Wentrup, M., Schölkopf, B.
High Gamma-Power Predicts Performance in Brain-Computer Interfacing
(3), Max-Planck-Institut für Intelligente Systeme, Tübingen, February 2012 (techreport)
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Meyer, T., Peters, J., Brötz, D., Zander, T., Schölkopf, B., Soekadar, S., Grosse-Wentrup, M.
A Brain-Robot Interface for Studying Motor Learning after Stroke
In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pages: 4078 - 4083 , IEEE, Piscataway, NJ, USA, IROS, 2012 (inproceedings)
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Langs, G., Rish, I., Grosse-Wentrup, M., Murphy, B.
Machine Learning and Interpretation in Neuroimaging - Revised Selected and Invited Contributions
pages: 266, Springer, Heidelberg, Germany, International Workshop, MLINI, Held at NIPS, 2012, Lecture Notes in Computer Science, Vol. 7263 (proceedings)
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Meyer, T., Peters, J., Zander, T., Brötz, D., Soekadar, S., Schölkopf, B., Grosse-Wentrup, M.
Investigating the Neural Basis of Brain-Computer Interface (BCI)-based Stroke Rehabilitation
In International Conference on NeuroRehabilitation (ICNR) , pages: 617-621, (Editors: JL Pons, D Torricelli, and M Pajaro), Springer, Berlin, Germany, ICNR, 2012 (inproceedings)
Grosse-Wentrup, M.
Brain-computer interfaces – a novel type of communication
2012 (mpi_year_book)
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Grosse-Wentrup, M.
What are the Causes of Performance Variation in Brain-Computer Interfacing?
International Journal of Bioelectromagnetism, 13(3):115-116, September 2011 (article)
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Grosse-Wentrup, M.
Neurofeedback of Fronto-Parietal Gamma-Oscillations
In pages: 172-175, (Editors: Müller-Putz, G.R. , R. Scherer, M. Billinger, A. Kreilinger, V. Kaiser, C. Neuper), Verlag der Technischen Universität Graz, Graz, Austria, 5th International Brain-Computer Interface Conference (BCI), September 2011 (inproceedings)
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Saab, J., Battes, B., Grosse-Wentrup, M.
Simultaneous EEG Recordings with Dry and Wet Electrodes in Motor-Imagery
In pages: 312-315, (Editors: Müller-Putz, G.R. , R. Scherer, M. Billinger, A. Kreilinger, V. Kaiser, C. Neuper), Verlag der Technischen Universität Graz, Graz, Austria, 5th International Brain-Computer Interface Conference (BCI), September 2011 (inproceedings)
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Devlaminck, D., Wyns, B., Grosse-Wentrup, M., Otte, G., Santens, P.
Multi-subject learning for common spatial patterns in motor-imagery BCI
Computational Intelligence and Neuroscience, 2011(217987):1-9, August 2011 (article)
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Gomez Rodriguez, M., Grosse-Wentrup, M., Hill, J., Gharabaghi, A., Schölkopf, B., Peters, J.
Towards Brain-Robot Interfaces in Stroke Rehabilitation
In pages: 6, IEEE, Piscataway, NJ, USA, 12th International Conference on Rehabilitation Robotics (ICORR), July 2011 (inproceedings)