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Empirical Inference Members Publications

2019 Progress Report

2019 Progress Report

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Members

Empirical Inference
Moritz Grosse-Wentrup
Research Group Leader
Empirical Inference
Vinay Jayaram
  • Postdoctoral Researcher
Empirical Inference
Matthias Hohmann
Ph.D. Student
Empirical Inference
Tatiana Fomina
Empirical Inference
Atalanti-Anastasia Mastakouri

Publications

Empirical Inference Article Robustifying Independent Component Analysis by Adjusting for Group-Wise Stationary Noise Pfister*, N., Weichwald*, S., Bühlmann, P., Schölkopf, B. Journal of Machine Learning Research, 20(147):1-50, 2019, *equal contribution (Published) ArXiv Code Project page PDF URL BibTeX
Empirical Inference Article Parallel and functionally segregated processing of task phase and conscious content in the prefrontal cortex Kapoor, V., Besserve, M., Logothetis, N. K., Panagiotaropoulos, T. I. Communications Biology, 1(215):1-12, December 2018 (Published) DOI URL BibTeX
Empirical Inference Article Case series: Slowing alpha rhythm in late-stage ALS patients Hohmann, M. R., Fomina, T., Jayaram, V., Emde, T., Just, J., Synofzik, M., Schölkopf, B., Schöls, L., Grosse-Wentrup, M. Clinical Neurophysiology, 129(2):406-408, 2018 (Published) DOI BibTeX
Empirical Inference Article Dissecting the synapse- and frequency-dependent network mechanisms of in vivo hippocampal sharp wave-ripples Ramirez-Villegas, J. F., Willeke, K. F., Logothetis, N. K., Besserve, M. Neuron, 100(5):1224-1240, 2018 (Published) DOI URL BibTeX
Empirical Inference Poster Generalized phase locking analysis of electrophysiology data Safavi, S., Panagiotaropoulos, T., Kapoor, V., Logothetis, N. K., Besserve, M. 7th AREADNE Conference on Research in Encoding and Decoding of Neural Ensembles, 2018 (Published) URL BibTeX
Empirical Inference Article MOABB: Trustworthy algorithm benchmarking for BCIs Jayaram, V., Barachant, A. Journal of Neural Engineering, 15(6):article no. 066011, 2018 (Published) DOI URL BibTeX
Empirical Inference Book Chapter Transfer Learning for BCIs Jayaram, V., Fiebig, K., Peters, J., Grosse-Wentrup, M. In Brain–Computer Interfaces Handbook, 425-442, 22, (Editors: Chang S. Nam, Anton Nijholt and Fabien Lotte), CRC Press, 2018 (Published) BibTeX
Empirical Inference Conference Paper Personalized Brain-Computer Interface Models for Motor Rehabilitation Mastakouri, A., Weichwald, S., Ozdenizci, O., Meyer, T., Schölkopf, B., Grosse-Wentrup, M. Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC), 3024-3029, October 2017 (Published) ArXiv PDF DOI BibTeX
Empirical Inference Article Absence of EEG correlates of self-referential processing depth in ALS Fomina, T., Weichwald, S., Synofzik, M., Just, J., Schöls, L., Schölkopf, B., Grosse-Wentrup, M. PLOS ONE, 12(6):article no. e0180136, 2017 (Published) PDF DOI BibTeX
Empirical Inference Article Task-induced frequency modulation features for brain-computer interfacing Jayaram, V., Hohmann, M., Just, J., Schölkopf, B., Grosse-Wentrup, M. Journal of Neural Engineering, 14(5):article no. 056015, 2017 URL BibTeX
Empirical Inference Conference Paper Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data Weichwald, S., Gretton, A., Schölkopf, B., Grosse-Wentrup, M. Proceedings of the 6th International Workshop on Pattern Recognition in NeuroImaging (PRNI 2016), June 2016 (Published) PDF Arxiv Code DOI BibTeX
Empirical Inference Book Chapter A cognitive brain–computer interface for patients with amyotrophic lateral sclerosis Hohmann, M., Fomina, T., Jayaram, V., Widmann, N., Förster, C., Just, J., Synofzik, M., Schölkopf, B., Schöls, L., Grosse-Wentrup, M. 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 (Published) DOI BibTeX
Empirical Inference Article Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach Grosse-Wentrup, M., Janzing, D., Siegel, M., Schölkopf, B. NeuroImage, 125:825-833, 2016 (Published) PDF DOI BibTeX
Empirical Inference Article MERLiN: Mixture Effect Recovery in Linear Networks Weichwald, S., Grosse-Wentrup, M., Gretton, A. IEEE Journal of Selected Topics in Signal Processing, 10(7):1254-1266, 2016 (Published) Arxiv Code PDF DOI BibTeX
Empirical Inference Article Self-regulation of brain rhythms in the precuneus: a novel BCI paradigm for patients with ALS Fomina, T., Lohmann, G., Erb, M., Ethofer, T., Schölkopf, B., Grosse-Wentrup, M. Journal of Neural Engineering, 13(6):article no. 066021, 2016 URL BibTeX
Empirical Inference Article Transfer Learning in Brain-Computer Interfaces Jayaram, V., Alamgir, M., Altun, Y., Schölkopf, B., Grosse-Wentrup, M. IEEE Computational Intelligence Magazine, 11(1):20-31, 2016 (Published) PDF DOI BibTeX