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Understanding Anomaly Detection with Deep Invertible Networks through Hierarchies of Distributions and Features


Jun 25, 2020
Robin Tibor Schirrmeister, Yuxuan Zhou, Tonio Ball, Dan Zhang


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Machine-Learning-Based Diagnostics of EEG Pathology


Feb 11, 2020
Lukas Alexander Wilhelm Gemein, Robin Tibor Schirrmeister, Patryk Chrabąszcz, Daniel Wilson, Joschka Boedecker, Andreas Schulze-Bonhage, Frank Hutter, Tonio Ball


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Deep Invertible Networks for EEG-based brain-signal decoding


Jul 17, 2019
Robin Tibor Schirrmeister, Tonio Ball


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Intracranial Error Detection via Deep Learning


Nov 02, 2018
Martin Völker, Jiří Hammer, Robin T. Schirrmeister, Joos Behncke, Lukas D. J. Fiederer, Andreas Schulze-Bonhage, Petr Marusič, Wolfram Burgard, Tonio Ball

* 8 pages, 6 figures. Accepted at the 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC2018) 

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Training Generative Reversible Networks


Aug 23, 2018
Robin Tibor Schirrmeister, Patryk Chrabąszcz, Frank Hutter, Tonio Ball

* Source code for this study is at https://github.com/robintibor/generative-reversible 

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A large-scale evaluation framework for EEG deep learning architectures


Jul 25, 2018
Felix A. Heilmeyer, Robin T. Schirrmeister, Lukas D. J. Fiederer, Martin Völker, Joos Behncke, Tonio Ball

* 7 pages, 3 figures, final version accepted for presentation at IEEE SMC 2018 conference 

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Acting Thoughts: Towards a Mobile Robotic Service Assistant for Users with Limited Communication Skills


Jun 12, 2018
Felix Burget, Lukas Dominique Josef Fiederer, Daniel Kuhner, Martin Völker, Johannes Aldinger, Robin Tibor Schirrmeister, Chau Do, Joschka Boedecker, Bernhard Nebel, Tonio Ball, Wolfram Burgard

* 2017 European Conference on Mobile Robots (ECMR) 
* * FB, LDJF, DK, MV and JA contributed equally to the work. Accepted as a conference paper at the European Conference on Mobile Robotics 2017 (ECMR 2017), 6 pages, 3 figures 

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Deep learning with convolutional neural networks for EEG decoding and visualization


Jun 08, 2018
Robin Tibor Schirrmeister, Jost Tobias Springenberg, Lukas Dominique Josef Fiederer, Martin Glasstetter, Katharina Eggensperger, Michael Tangermann, Frank Hutter, Wolfram Burgard, Tonio Ball

* A revised manuscript (with the new title) has been accepted at Human Brain Mapping, see http://onlinelibrary.wiley.com/doi/10.1002/hbm.23730/full 

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EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals


Jun 05, 2018
Kay Gregor Hartmann, Robin Tibor Schirrmeister, Tonio Ball

* 6 pages, 6 figures 

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Deep learning with convolutional neural networks for decoding and visualization of EEG pathology


Jan 11, 2018
Robin Tibor Schirrmeister, Lukas Gemein, Katharina Eggensperger, Frank Hutter, Tonio Ball

* Published at IEEE SPMB 2017 https://www.ieeespmb.org/2017/ 

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Deep Transfer Learning for Error Decoding from Non-Invasive EEG


Jan 10, 2018
Martin Völker, Robin T. Schirrmeister, Lukas D. J. Fiederer, Wolfram Burgard, Tonio Ball

* 6 pages, 9 figures, The 6th International Winter Conference on Brain-Computer Interface 2018 

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Hierarchical internal representation of spectral features in deep convolutional networks trained for EEG decoding


Dec 15, 2017
Kay Gregor Hartmann, Robin Tibor Schirrmeister, Tonio Ball

* 6 pages, 7 figures, The 6th International Winter Conference on Brain-Computer Interface 

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The signature of robot action success in EEG signals of a human observer: Decoding and visualization using deep convolutional neural networks


Nov 16, 2017
Joos Behncke, Robin Tibor Schirrmeister, Wolfram Burgard, Tonio Ball


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Brain Responses During Robot-Error Observation


Aug 16, 2017
Dominik Welke, Joos Behncke, Marina Hader, Robin Tibor Schirrmeister, Andreas Schönau, Boris Eßmann, Oliver Müller, Wolfram Burgard, Tonio Ball


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Causal and anti-causal learning in pattern recognition for neuroimaging


Dec 15, 2015
Sebastian Weichwald, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup

* Pattern Recognition in Neuroimaging, 2014 International Workshop on, 1-4, 2014 
* accepted manuscript 

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Decoding index finger position from EEG using random forests


Dec 14, 2015
Sebastian Weichwald, Timm Meyer, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup

* Cognitive Information Processing (CIP), 2014 4th International Workshop on, 1-6, 2014 
* accepted manuscript 

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Causal interpretation rules for encoding and decoding models in neuroimaging


Nov 15, 2015
Sebastian Weichwald, Timm Meyer, Ozan Özdenizci, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup

* NeuroImage, 110:48-59, 2015 
* accepted manuscript 

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