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

Cited by 1516 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3