Search Results for author: Michael Tangermann

Found 6 papers, 3 papers with code

Online Optimization of Stimulation Speed in an Auditory Brain-Computer Interface under Time Constraints

no code implementations26 Aug 2021 Jan Sosulski, David Hübner, Aaron Klein, Michael Tangermann

We could show that for 8 out of 13 subjects, the proposed approach using Bayesian optimization succeeded to select the individually optimal SOA out of multiple evaluated SOA values.

Learning User Preferences for Trajectories from Brain Signals

no code implementations3 Sep 2019 Henrich Kolkhorst, Wolfram Burgard, Michael Tangermann

Robot motions in the presence of humans should not only be feasible and safe, but also conform to human preferences.

Mining within-trial oscillatory brain dynamics to address the variability of optimized spatial filters

1 code implementation27 Apr 2018 Andreas Meinel, Henrich Kolkhorst, Michael Tangermann

Based on electroencephalography data of 18 healthy subjects, we found that the components' distinct temporal envelope dynamics are highly subject-specific.

Post-hoc labeling of arbitrary EEG recordings for data-efficient evaluation of neural decoding methods

no code implementations22 Nov 2017 Sebastian Castaño-Candamil, Andreas Meinel, Michael Tangermann

In the present contribution, we thrive to remove many shortcomings of current simulation frameworks and propose a versatile alternative, that allows for objective evaluation and benchmarking of novel data-driven decoding methods for neural signals.

EEG

Deep learning with convolutional neural networks for EEG decoding and visualization

5 code implementations15 Mar 2017 Robin Tibor Schirrmeister, Jost Tobias Springenberg, Lukas Dominique Josef Fiederer, Martin Glasstetter, Katharina Eggensperger, Michael Tangermann, Frank Hutter, Wolfram Burgard, Tonio Ball

PLEASE READ AND CITE THE REVISED VERSION at Human Brain Mapping: http://onlinelibrary. wiley. com/doi/10. 1002/hbm. 23730/full Code available here: https://github. com/robintibor/braindecode

EEG Eeg Decoding

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