2018

Journal Articles

 

P. Kellmeyer, M. Grosse-Wentrup, A. Schulze-Bonhage, U. Ziemann, and T. Ball. Electrophysiological correlates of neurodegeneration in motor and non-motor brain regions in amyotrophic lateralsclerosis–implications for brain-computer interfacing. Journal of Neural Engineering, 15(4), 2018

 

E.J. Leehr, K. Schag, T. Dresler, M. Grosse-Wentrup, M. Hautzinger, A.J. Fallgatter, S. Zipfel, K.E. Giel, and A. Ehlis. 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, 2018

 

M.R. Hohmann, T. Fomina, V. Jayaram, T. Emde, J. Just, M. Synofzik, B. Schölkopf, L. Schöls, and M. Grosse-Wentrup. Case series: Slowing alpha rhythm in late-stage als patients. Clinical Neurophysiology, 129(2):406–408, 2018

2017

Journal Articles

 

V. Jayaram, M. Hohmann, J. Just, B. Schölkopf, and M. Grosse-Wentrup. Task-induced frequency modulation features for brain-computer interfacing. Journal of Neural Engineering, 14(5): 056015, 2017

 

T. Fomina, S. Weichwald, M. Synofzik, J. Just, L. Schöls, B. Schölkopf, and M. Grosse-Wentrup. Absence of EEG correlates of self-referential processing depth in ALS. PLoS ONE, 12(6): e0180136, 2017

 

O. Özdenizci, M. Yalcin, A. Erdogan, V. Patoglu, M. Grosse-Wentrup, and M. Cetin. Electroencephalographic identifiers of motor adaptation learning. Journal of Neural Engineering, 2017

 

Peer-Reviewed Conference Publications

 

A.A. Mastakouri, S. Weichwald, O. Özdenizci, T. Meyer, B. Schölkopf, and M. Grosse-Wentrup. Personalized brain-computer interface models for motor rehabilitation. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC2017), 2017

 

P.K. Rubenstein, S. Weichwald, S. Bongers, J.M. Mooij, D. Janzing, M. Grosse-Wentrup, and B. Schölkopf. Causal consistency of structural equation models. In Proceedings of the Thirty-Third Annual Conference on Uncertainty in Arti?cial Intelligence (UAI 2017), page ID11, 2017

 

K.-H. Fiebig, V. Jayaram, T. Hesse, A. Blank, J. Peters, and M. GrosseWentrup. Bayesian regression for artifact correction in electroencephalography. In Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, 2017

 

M. Görner, B. Schölkopf, and M. Grosse-Wentrup. Closing one’s eyes affects amplitude modulation but not frequency modulation in a cognitive BCI. In Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, 2017

 

L. Grossberger, M.R. Hohmann, J. Peters, and M. Grosse-Wentrup. Investigating music imagery as a cognitive paradigm for low-cost brain-computer interfaces. In Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, 2017

 

J. Moser, M.R. Hohmann, B. Schölkopf, and M. Grosse-Wentrup. A guided task for cognitive brain-computer interfaces. In Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, 2017

 

O. Özdenizci, M. Yalcin, A. Erdogan, V. Patoglu, M. Grosse-Wentrup, and M. Cetin. Correlations of motor adaptation learning and modulation of resting-state sensorimotor EEG activity. In Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, 2017

 

O. Özdenizci, M. Yalcin, A. Erdogan, V. Patoglu, M. Grosse-Wentrup, and M. Cetin. Pre-movement contralateral EEG low beta power is modulated with motor adaptation learning. In Proceedings of the 42th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2017

2016

Journal Articles

 

T. Fomina, G. Lohmann, M. Erb, T. Ethofer, B. Schölkopf, and M. Grosse-Wentrup. Self-regulation of brain rhythms in the precuneus: A novel BCI paradigm for patients with ALS. Journal of Neural Engineering, 13(6), 2016

 

S. Weichwald, M. Grosse-Wentrup, and A. Gretton. MERLiN: Mixture effect recovery in linear networks. IEEE Journal of Selected Topics in Signal Processing, 10(7): 1254–1266, 2016

 

M.R. Hohmann, T. Fomina, V. Jayaram, N. Widmann, C. Förster, J. Just, Synofzik M., B. Schölkopf, L. Schöls, and M. Grosse-Wentrup. A cognitive brain-computer interface for patients with amyotrophic lateral sclerosis. Progress in Brain Research, 228:221–239, 2016

 

V. Jayaram, M. Alamgir, Y. Altun, B. Schölkopf, and M. Grosse-Wentrup. Transfer learning in brain-computer interfaces. IEEE Computational Intelligence Magazine, 11(1):20–31, 2016

 

M. Grosse-Wentrup, D. Janzing, M. Siegel, and B. Schölkopf. Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach. NeuroImage, 125:825–833, 2016

 

Peer-Reviewed Conference Publications

 

S. Weichwald, A. Gretton, B. Schölkopf, and M. Grosse-Wentrup. Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data. In Proceedings of the 6th International Workshop on Pattern Recognition in Neuroimaging (PRNI 2016), pages 1–4. IEEE, 2016

 

K.-H. Fiebig, V. Jayaram, J. Peters, and M. Grosse-Wentrup. Multi-task logistic regression in brain-computer interfaces. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016). IEEE, 2016. (in press)

 

O. Özdenizci, M. Yal¸cin, A. Erdogan, V. Patoglu, M. Grosse-Wentrup, and M. Cetin. Resting-state EEG correlates of motor learning performance in a force-?eld adaptation task. In 24th Signal Processing and Communication Application Conference (SIU 2016), pages 2253–2256. IEEE, 2016

 

V. Jayaram and M. Grosse-Wentrup. A transfer learning approach for adaptive classification in P300 paradigms. In Proceedings of the International Brain-Computer Interface (BCI) Meeting, page 2, 2016

 

M.R. Hohmann, T. Fomina, V. Jayaram, C. Förster, J. Just, Synofzik M., B. Schölkopf, L. Schöls, and M. Grosse-Wentrup. An improved cognitive brain-computer interface for patients with amyotrophic lateral sclerosis. In Proceedings of the International Brain-Computer Interface (BCI) Meeting, page 44, 2016

2015

Journal Articles

 

S. Weichwald, T. Meyer, O. Özdenizci, B. Schölkopf, T. Ball, and M. Grosse-Wentrup. Causal interpretation rules for encoding and decoding models in neuroimaging. NeuroImage, 110: 48–59, 2015

 

R. Küffer, N. Zach, N. Norel, J. Hawe, D. Schoenfeld, L. Wang, G. Li, L. Fang, L. Mackey, O. Hardiman, M. Cudkowicz, A. Sherman, G. Ertaylan, M. Grosse-Wentrup, T. Hothorn, J. van Ligtenberg, J.H. Macke, T. Meyer, B. Schölkopf, L. Tran, R. Vaughan, G. Stolovitzky, and M.L. Leitner. Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression. Nature Biotechnology, 33(1): 51–57, 2015

 

Peer-Reviewed Conference Publications

 

M.R. Hohmann, T. Fomina, V. Jayaram, N. Widmann, C. Förster, J. Müller vom Hagen, M. Synofzik, B. Schölkopf, L. Schöls, and M. Grosse-Wentrup. A cognitive brain-computer interface for patients with amyotrophic lateral sclerosis. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2015), 2015

 

T. Fomina, B. Schölkopf, and M. Grosse-Wentrup. Towards cognitive brain-computer interfaces for patients with amyotrophic lateral sclerosis. In Proceedings of the 7th Computer Science and Electronic Engineering Conference (CEEC 2015), pages 77–80, 2015

 

V. Jayaram, N. Widmann, C. Förster, T. Fomina, M.R. Hohmann, J. Müller vom Hagen, M. Synofzik, B. Schölkopf, L. Schöls, and M. Grosse-Wentrup. Brain-computer interfacing in amyotrophic lateral sclerosis: Implications of a restingstate EEG analysis. In Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2015), pages 6979–6982, 2015

 

A. Ibarra Chaoul and M. Grosse-Wentrup. Is breathing rate a confounding variable in brain-computer interfaces (BCIs) based on EEG spectral power? In Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2015), pages 1079–1082, 2015

 

T. Fomina, M.R. Hohmann, B. Schölkopf, and M. Grosse-Wentrup. Identification of the default mode network with electroencephalography. In Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2015), pages 7566–7569, 2015

2014

Journal Articles

 

M. Grosse-Wentrup and B. Schölkopf. A brain–computer interface based on self-regulation of gamma-oscillations in the superior parietal cortex. Journal of Neural Engineering, 11(5):056015, 2014

 

T. Meyer, J. Peters, T.O. Zander, B. Schölkopf, and M. Grosse-Wentrup. Predicting motor learning performance from electroencephalographic data. Journal of NeuroEngineering and Rehabilitation, 11(24), 2014

 

Peer-Reviewed Conference Publications

 

O. Ozdenizci, T. Meyer, M. Cetin, and M. Grosse-Wentrup. Towards neurofeedback training of associative brain areas for stroke rehabilitation. In International Brain-Computer Interface Conference, 2014

 

S. Weichwald, T. Meyer, B. Schölkopf, T. Ball, and M. Grosse-Wentrup. Causal and anti-causal learning in pattern recognition for neuroimaging. In 2014 International Workshop on Pattern Recognition in Neuroimaging (PRNI), pages 1–4, 2014

 

S. Weichwald, T. Meyer, B. Schölkopf, T. Ball, and M. Grosse-Wentrup. Decoding index finger position from eeg using random forests. In Proceedings of the 4th International Workshop on Cognitive Information Processing (CIP 2014), pages 1–6, 2014

2013

Journal Articles

 

D. Janzing, D. Balduzzi, M. Grosse-Wentrup, and B. Schölkopf. Quantifying causal in?uences. Annals of Statistics, 41(5):2263–2702, 2013

 

M. Grosse-Wentrup and B. Schölkopf. A review of performance variations in SMR-based brain-computer interfaces (BCIs). In C. Guger, B.Z. Allison, and G. Edlinger, editors, Brain-Computer Interface Research, pages 39–51. Springer, 2013

 

Peer-Reviewed Conference Publications

 

M. Grosse-Wentrup, S. Harmeling, T.O. Zander, J. Hill, and B. Schölkopf. How to test the quality of reconstructed sources in independent component analysis (ICA) of EEG/MEG data. In 2013 International Workshop on Pattern Recognition in Neuroimaging (PRNI), pages 102–105, 2013

 

T.O. Zander, B. Battes, B. Schölkopf, and M. Grosse-Wentrup. Towards neurofeedback for improving visual attention. In Proceedings of the 5th International BCI Meeting, 2013

2012

Books

 

G. Langs, I. Rish, M. Grosse-Wentrup, and B. Murphy. Machine Learning and Interpretation in Neuroimaging. Lecture Notes in Computer Science. Springer, 2012

 

Journal Articles

 

M. Grosse-Wentrup and B. Schölkopf. High gamma-power predicts performance in sensorimotor-rhythm brain-computer interfaces. Journal of Neural Engineering, 55: 1991–2000, 2012

 

Peer-Reviewed Conference Publications

 

T. Meyer, J. Peters, T.O. Zander, D. Brötz, S.R. Soekadar, B. Schölkopf, and M. Grosse-Wentrup. Investigating the neural basis of brain-computer interface(BCI)-based stroke rehabilitation. In Proceedings of the International Conference on NeuroRehabilitation (ICNR), 2012

 

T. Meyer, J. Peters, D. Brötz, T.O. Zander, B. Schölkopf, S.R. Soekadar, and M. Grosse-Wentrup. A brain-robot interface for studying motor learning after stroke. In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2012), pages 4078–4083, 2012

2011

Journal Articles

 

M. Gomez-Rodriguez, J. Peters, J. Hill, B. Schölkopf, A. Gharabaghi, and M.Grosse-Wentrup. Closing the sensorimotor loop: haptic feedback facilitates decoding of motor imagery. Journal of Neural Engineering, 8(3): 036005, 2011

 

M. Grosse-Wentrup, B. Schölkopf, and J. Hill. Causal influence of gamma oscillations on the sensorimotor rhythm. NeuroImage, 56(2): 837–842, 2011

 

M. Grosse-Wentrup, D. Mattia, and K. Oweiss. Using brain–computer interfaces to induce neural plasticity and restore function. Journal of Neural Engineering, 8(2): 025004, 2011

 

D.J. Krusienski, M. Grosse-Wentrup, F. Galán, D. Coyle, K.J. Miller, E. Forney, and C.W. Anderson. Critical issues in state-of-the-art brain–computer interface signal processing. Journal of Neural Engineering, 8(2): 025002, 2011

 

D. Devlaminck, B. Wyns, M. Grosse-Wentrup, G. Otte, and P. Santens. Multisubject learning for common spatial patterns in motor-imagery bci. Computational Intelligence and Neuroscience, 2011: 8, 2011

 

M. Grosse-Wentrup. What are the causes of performance variation in brain computer interfacing? International Journal of Bioelectromagnetism, 13(3): 115– 116, 2011 

 

Peer-Reviewed Conference Publications

 

M. Grosse-Wentrup. Neurofeedback of fronto-parietal gamma-oscillations. In Proceedings of the 5th International BCI Conference, 2011

 

M.Grosse-Wentrup. Fronto-parietalgamma-oscillations are a cause of performance variation in brain-computer interfacing. In 5th InternationalI EEE/EMBS Conference on Neural Engineering (NER) 2011, pages 384–387. IEEE, 2011

 

J. Saab, B. Battes, and M. Grosse-Wentrup. Simultaneous EEG recordings with dry and wet electrodes in motor-imagery. In Proceedings of the 5th International BCI Conference, 2011

 

M. Gomez-Rodriguez, M. Grosse-Wentrup, J. Hill, A. Gharabaghi, B. Schölkopf, and J. Peters. Towards brain-robot interfaces in stroke rehabilitation. In 2011 IEEE International Conference on Rehabilitation Robotics (ICORR), pages 1–6. IEEE, 2011

 

2010

Journal Articles

 

Á. Barbero and M. Grosse-Wentrup. Biased feedback in brain-computer interfaces. Journal of NeuroEngineering and Rehabilitation, 7(34): 1–4, 2010

 

Peer-Reviewed Conference Publications

 

M. Gomez-Rodriguez, J. Peters, J. Hill, A. Gharabaghi, B. Schölkopf, and M. Grosse-Wentrup. Combining real-time brain-computer interfacing and robot control for stroke rehabilitation. In Proceedings of the 2nd International Conference on Simulation, Modeling, and Programming for Autonomous Robots (SIMPAR 2010), pages 59–63, 2010

 

M. Gomez-Rodriguez, J. Peters, J. Hill, B. Schölkopf, A. Gharabaghi, and M. Grosse-Wentrup. Closing the sensorimotor loop: Haptic feedback facilitates decoding of arm movement imagery. In Proceedings of the 2010 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2010), 2010

 

M. Gomez-Rodriguez, M. Grosse-Wentrup, J. Peters, G. Naros, J. Hill, B. Schölkopf, and A. Gharabaghi. Epidural ECoG online decoding of arm movement intention in hemiparesis. In First Workshop on Brain Decoding: Pattern Recognition Challenges in Neuroimaging (WBD), pages 36–39. IEEE, 2010

 

M. Alamgir, M. Grosse-Wentrup, and Y. Altun. Multitask learning for braincomputer interfaces. In Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS), pages 17–24, 2010

2009

Journal Articles

 

M. Grosse-Wentrup, C. Liefhold, K. Gramann, and M. Buss. Beamforming in non-invasive brain-computer interfaces. IEEE Transactions on Biomedical Engineering, 56(4): 1209–1219, 2009

 

Peer-Reviewed Conference Publications

 

A. Barbero, M. Franz, W. Van Drongelen, J.R. Dorronsoro, B. Schölkopf, and M. Grosse-Wentrup. Implicit Wiener series analysis of epileptic seizure recordings. In Proceedings of the Annual International Conference of the IEEE Engineeringin Medicine and Biology Society (EMBC2009), pages 5304–5307, 2009

 

M. Grosse-Wentrup. Understanding brain connectivity patterns during motor imagery for brain-computer interfacing. In D. Koller, D. Schuurmans, Y. Bengio, and L. Bottou, editors, Advances in Neural Information Processing Systems (NIPS 2008), pages 561–568. 2009

2008

Journal Articles

 

M. Grosse-Wentrup and M. Buss. Multiclass common spatial patterns and information theoretic feature extraction. IEEE Transactions on Biomedical Engineering, 55(8): 1991–2000, 2008

 

A. Neumann, M. Grosse-Wentrup, M. Buss, and K. Gramann. The effect of mutual information on independent component analysis in EEG/MEG analysis: A simulation study. International Journal of Neuroscience,118(11): 1534– 1546, 2008

 

2007

Journal Articles

 

M.Grosse-Wentrup and M. Buss. Over complete independent component analysis via linearly constrained minimum variance spatial filtering. Journal of VLSI Signal Processing, 48(1–2): 161–171, 2007

 

M. Grosse-Wentrup and J.L. Contreras-Vidal. The role of the striatum in adaptation learning: A computational model. BiologicalC ybernetics, 96(4): 377– 388, 2007

 

Peer-Reviewed Conference Publications

 

S.E. Eren, M. Grosse-Wentrup, and M. Buss. Unsupervised classifcation for non-invasive brain-computer-interfaces. In Proceedings of the Automed Workshop (AUTOMED 2007), pages 65–66, 2007

 

C. Liefhold, M. Grosse-Wentrup, K. Gramann, and M. Buss. Comparison of adaptive spatial filters with heuristic and optimized region of interest for EEG based brain-computer-interfaces. In Proceedings of the 29th Symposium of the German Association for Pattern Recognition (DAGM 2007), pages 274–283. 2007

2006

Journal Articles

 

M. Grosse-Wentrup and M. Buss. Subspace identification through blind source separation. IEEE Signal Processing Letters, 13(2): 100–103, 2006

 

Peer-Reviewed Conference Publications

 

P. Breun, M. Grosse-Wentrup, W. Utschick, and M. Buss. Robust MEG source localization of event related potentials: Identifying relevant sources by nonGaussianity. In Proceedings of the 28th Symposium of the German Association for Pattern Recognition (DAGM 2006), pages 394–403. 2006

 

M. Grosse-Wentrup, K. Gramann, and M. Buss. Adaptive spatial filters with predefined region of interest for EEG-based brain-computer-interfaces. In Advances in Neural Information Processing Systems (NIPS 2006), pages 537– 544, 2006

 

 

2005

Peer-Reviewed Conference Publications

 

M. Grosse-Wentrup, K. Gramann, E. Wascher, and M. Buss. EEG source localization for brain-computer-interfaces. In Proceedings of the 2nd International IEEE EMBS Conference on Neural Engineering (NER 2005), pages 128–131, 2005