Deep learning with convolutional neural networks for EEG decoding and visualization

Author:

Schirrmeister Robin Tibor12ORCID,Springenberg Jost Tobias23,Fiederer Lukas Dominique Josef124ORCID,Glasstetter Martin12,Eggensperger Katharina25,Tangermann Michael26,Hutter Frank25,Burgard Wolfram27,Ball Tonio12ORCID

Affiliation:

1. Translational Neurotechnology Lab, Epilepsy Center, Medical Center - University of Freiburg, Engelberger Str. 21; Freiburg 79106 Germany

2. BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79; Freiburg 79110 Germany

3. Machine Learning Lab; Computer Science Dept, University of Freiburg, Georges-Köhler-Allee 79; Freiburg 79110 Germany

4. Neurobiology and Biophysics; Faculty of Biology, University of Freiburg, Hansastr. 9a; Freiburg 79104 Germany

5. Machine Learning for Automated Algorithm Design Lab; Computer Science Dept, University of Freiburg, Georges-Köhler-Allee 52; Freiburg im Breisgau 79110 Germany

6. Brain State Decoding Lab; Computer Science Dept, University of Freiburg, Albertstr. 23; Freiburg 79104 Germany

7. Autonomous Intelligent Systems Lab; Computer Science Dept, University of Freiburg, Georges-Köhler-Allee 79; Freiburg 79110 Germany

Funder

BrainLinks-BrainTools Cluster of Excellence (DFG)

Bundesministerium für Bildung und Forschung

Publisher

Wiley

Subject

Clinical Neurology,Neurology,Radiology Nuclear Medicine and imaging,Radiological and Ultrasound Technology,Anatomy

Reference103 articles.

1. Convolutional neural networks for speech recognition;Abdel-Hamid;IEEE/ACM Trans Audio Speech Lang Process,2014

2. Ang KK Chin ZY Zhang H Guan C 2008 IEEE International Joint Conference on Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence) 2390 2397

3. Antoniades A Spyrou L Took CC Sanei S 2016 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP) 1 6

4. On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation;Bach;PLoS ONE,2015

5. Movement related activity in the high gamma range of the human EEG;Ball;NeuroImage,2008

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