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Deep learning with convolutional neural networks for EEG decoding and visualization.

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第一作者： Robin Tibor,Schirrmeister

第一单位： Translational Neurotechnology Lab, Epilepsy Center, Medical Center - University of Freiburg, Engelberger Str. 21, Freiburg, 79106, Germany.;BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany.

作者： Robin Tibor,Schirrmeister ^[1] ; Jost Tobias,Springenberg ^[2] ; Lukas Dominique Josef,Fiederer ^[3] ; Martin,Glasstetter ^[1] ; Katharina,Eggensperger ^[4] ; Michael,Tangermann ^[5] ; Frank,Hutter ^[4] ; Wolfram,Burgard ^[6] ; Tonio,Ball ^[1]

作者单位： Translational Neurotechnology Lab, Epilepsy Center, Medical Center - University of Freiburg, Engelberger Str. 21, Freiburg, 79106, Germany.;BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany. ^[1] BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany.;Machine Learning Lab, Computer Science Dept, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany. ^[2] Translational Neurotechnology Lab, Epilepsy Center, Medical Center - University of Freiburg, Engelberger Str. 21, Freiburg, 79106, Germany.;BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany.;Neurobiology and Biophysics, Faculty of Biology, University of Freiburg, Hansastr. 9a, Freiburg, 79104, Germany. ^[3] BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany.;Machine Learning for Automated Algorithm Design Lab, Computer Science Dept, University of Freiburg, Georges-Köhler-Allee 52, Freiburg im Breisgau, 79110, Germany. ^[4] BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany.;Brain State Decoding Lab, Computer Science Dept, University of Freiburg, Albertstr. 23, Freiburg, 79104, Germany. ^[5] BrainLinks-BrainTools Cluster of Excellence, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany.;Autonomous Intelligent Systems Lab, Computer Science Dept, University of Freiburg, Georges-Köhler-Allee 79, Freiburg, 79110, Germany. ^[6]

关键词 EEG analysis brain mapping brain-computer interface brain-machine interface electroencephalography end-to-end learning machine learning model interpretability