ei Mastakouri, A. A., Schölkopf, B., Grosse-Wentrup, M. Stratification of behavioral response to transcranial current stimulation by resting-state electrophysiology bioRxiv, 2020 (article)

link (url) DOI [BibTex]

ei Ozdenizci, O., Meyer, T., Wichmann, F., Peters, J., Schölkopf, B., Cetin, M., Grosse-Wentrup, M. Neural Signatures of Motor Skill in the Resting Brain Proceedings of the IEEE International Conference on Systems, Man and Cybernetics (SMC 2019), pages: 4387-4394, IEEE, October 2019 (conference)

DOI [BibTex]

ei Mastakouri, A., Schölkopf, B., Grosse-Wentrup, M. Beta Power May Mediate the Effect of Gamma-TACS on Motor Performance 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pages: 5902-5908, July 2019 (conference)

arXiv PDF link (url) [BibTex]

ei Hohmann, M. R., Hackl, M., Wirth, B., Zaman, T., Enficiaud, R., Grosse-Wentrup, M., Schölkopf, B. MYND: A Platform for Large-scale Neuroscientific Studies Proceedings of the 2019 Conference on Human Factors in Computing Systems (CHI), pages: 1-6, Association for Computing Machinery, May 2019 (conference)

DOI [BibTex]

ei Xu, J., Jayaram, V., Schölkopf, B., Grosse-Wentrup, M. Feature extraction from the Hermitian manifold for Brain-Computer Interfaces 9th International IEEE/EMBS Conference on Neural Engineering (NER), pages: 965-968, IEEE, 2019 (conference) In press

DOI [BibTex]

ei 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, 2018 (article)

DOI Project Page [BibTex]

ei Kellmeyer, P., Grosse-Wentrup, M., Schulze-Bonhage, A., Ziemann, U., Ball, T. Electrophysiological correlates of neurodegeneration in motor and non-motor brain regions in amyotrophic lateral sclerosis—implications for brain–computer interfacing Journal of Neural Engineering, 15(4):041003, IOP Publishing, 2018 (article)

link (url) [BibTex]

ei Leehr, E. J., Schag, K., Dresler, T., Grosse-Wentrup, M., Hautzinger, M., Fallgatter, A. J., Zipfel, S., Giel, K. E., Ehlis, A. Food specific inhibitory control under negative mood in binge-eating disorder: Evidence from a multimethod approach International Journal of Eating Disorders, 51(2):112-123, Wiley Online Library, 2018 (article)

DOI [BibTex]

ei Jayaram, V., Fiebig, K., Peters, J., Grosse-Wentrup, M. Transfer Learning for BCIs In Brain–Computer Interfaces Handbook, pages: 425-442, 22, (Editors: Chang S. Nam, Anton Nijholt and Fabien Lotte), CRC Press, 2018 (incollection)

Project Page [BibTex]

ei 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), pages: 3024-3029, October 2017 (conference)

ArXiv PDF DOI Project Page [BibTex]

ei 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)

DOI [BibTex]

ei 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)

DOI [BibTex]

am ei Fiebig, K., Jayaram, V., Hesse, T., Blank, A., Peters, J., Grosse-Wentrup, M. 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)

DOI [BibTex]

am ei Grossberger, L., Hohmann, M. R., Peters, J., Grosse-Wentrup, M. 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)

DOI [BibTex]

ei 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)

DOI [BibTex]

ei Rubenstein*, P. K., Weichwald*, S., Bongers, S., Mooij, J. M., Janzing, D., Grosse-Wentrup, M., Schölkopf, B. Causal Consistency of Structural Equation Models Proceedings of the 33rd Conference on Uncertainty in Artificial Intelligence (UAI), (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)

Arxiv PDF link (url) [BibTex]

ei 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), pages: 321-324, May 2017 (conference)

DOI [BibTex]

ei 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), pages: 934-938, March 2017 (conference)

DOI [BibTex]

ei Weichwald, S., Grosse-Wentrup, M. The right tool for the right question — beyond the encoding versus decoding dichotomy 2017 (misc)

ArXiv PDF [BibTex]

ei 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)

link (url) [BibTex]

ei 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)

link (url) Project Page [BibTex]

ei 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)

PDF DOI Project Page [BibTex]

ei Sharma, D., Tanneberg, D., Grosse-Wentrup, M., Peters, J., Rueckert, E. Adaptive Training Strategies for BCIs Cybathlon Symposium, October 2016 (conference)

link (url) [BibTex]

ei Fiebig, K., Jayaram, V., Peters, J., Grosse-Wentrup, M. Multi-task logistic regression in brain-computer interfaces 6th Workshop on Brain-Machine Interface Systems at IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), pages: 002307-002312, IEEE, October 2016 (conference)

link (url) DOI [BibTex]

ei 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), June 2016 (conference)

PDF Arxiv Code DOI Project Page [BibTex]

ei 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, May 2016 (conference)

DOI [BibTex]

ei Jayaram, V., Grosse-Wentrup, M. A Transfer Learning Approach for Adaptive Classification in P300 Paradigms Sixth International BCI Meeting (BCI), May 2016 (conference)

PDF DOI [BibTex]

ei Weichwald, S., Fomina, T., Schölkopf, B., Grosse-Wentrup, M. A note on the expected minimum error probability in equientropic channels 2016 (misc)

PDF Arxiv [BibTex]

ei 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)

DOI Project Page [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

link (url) Project Page [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

Arxiv Code PDF DOI Project Page [BibTex]

ei 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)

DOI [BibTex]

ei 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)

DOI [BibTex]

ei 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)

PDF Video Video-2 Arxiv DOI [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

DOI [BibTex]

ei 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)

DOI [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

PDF Arxiv DOI [BibTex]

ei 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)

Web DOI [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

PDF Arxiv DOI [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

PDF DOI [BibTex]

ei Janzing, D., Balduzzi, D., Grosse-Wentrup, M., Schölkopf, B. Quantifying causal influences Annals of Statistics, 41(5):2324-2358, 2013 (article)

Web [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

PDF DOI [BibTex]

ei 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)

Web DOI [BibTex]