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 Forschungsbericht für das Jahr 2017

Brain State Decoding Lab

Albertstr. 23
79104 Freiburg
Tel: +49.761.2038423 Fax: +49.761.2038417
http://www.bsdlab.uni-freiburg.de/


Einträge in der Rubrik "Who is Who"

Wissenschaftliche Publikationen

Originalarbeiten in wissenschaftlichen Fachzeitschriften:
  • Hübner David, Verhoeven Thibault, Schmid Konstantin, Müller Klaus-Robert, Tangermann Michael, Kindermans Pieter-Jan: Learning from label proportions in brain-computer interfaces: online unsupervised learning with guarantees PloS one, 2017; 12 (4) (online): e0175856.
  • Hübner David, Verhoeven Tibault, Schmid Konstantin, Müller Klaus-Robert, Tangermann Michael, Kindermans Pieter-Jan: Learning from Label Proportions in Brain-Computer Interfaces: Online Unsupervised Learning with Guarantees ArXiv e-prints, 2017. : https://arxiv.org/abs/1701.07213
  • Huggins Jane, Guger Christoph, Ziat Mounia, Zander Thorsten, Taylor Denise, Tangermann Michael, Soria-Frisch Aureli, Simeral John, Scherer Reinhold, Rupp Rüdiger, Ruffini Giulio, Robinson Douglas, Ramsey Nick, Nijholt Anton, Müller-Putz Gernot, McFarland Dennis, Mattia Donatella, Lance Brent, Kindermans Pieter-Jan, Iturrate Inąaki, Herff Christian, Gupta Disha, Do An, Collinger Jennifer, Chavarriaga Ricardo, Chase Steven, Bleichner Martin, Batista Aaron, Anderson Charles, Aarnoutse Erik: Workshops of the Sixth International Brain-Computer Interface Meeting: brain-computer interfaces past, present, and future Brain-Computer Interfaces, 2017; 4 (1-2): 3-36. : http://dx.doi.org/10.1080/2326263X.2016.1275488
  • Schirrmeister Robin, Springenberg Jost, Fiederer Lukas, Glasstetter Martin, Eggensperger Katharina, Tangermann Michael, Hutter Frank, Burgard Wolfram, Ball Tonio: Deep learning with convolutional neural networks for brain mapping and decoding of movement-related information from the human EEG ArXiv e-prints, 2017. : https://arxiv.org/abs/1703.05051
  • Schirrmeister Robin, Springenberg Jost, Fiederer Lukas, Glasstetter Martin, Eggensperger Katharina, Tangermann Michael, Hutter Frank, Burgard Wolfram, Ball Tonio: Deep learning with convolutional neural networks for EEG decoding and visualization Human Brain Mapping, 2017. : http://dx.doi.org/10.1002/hbm.23730
  • Verhoeven Thibault, Hübner David, Tangermann Michael, Müller Klaus-Robert, Dambre Joni, Kindermans Pieter-Jan: Improving zero-training brain-computer interfaces by mixing model estimators Journal of Neural Engineering, 2017; 14 (3): 036021. : http://stacks.iop.org/1741-2552/14/i=3/a=036021
Konferenzbeiträge:
  • Castano-Candamil Sebastian, Mottaghi Soheil, Coenen Volker, Hofmann Ulrich, Tangermann Michael: Closed-Loop Deep Brain Stimulation System for an Animal Model of Parkinson’s Disease: A Pilot Study Proceedings of the 7th Graz Brain-Computer Interface Conference (GBCIC 2017), 2017 (online): 58-63, Verlag der Technischen Universität Graz (Hrsg). : http://dx.doi.org/10.3217/978-3-85125-533-1-12
  • Castano-Candamil Sebastian, Tangermann Michael: Subspace Decomposition in the Frequency Domain Proceedings of the 7th Graz Brain-Computer Interface Conference (GBCIC 2017), 2017 (online): 64-69, Verlag der Technischen Universität Graz (Hrsg). : http://dx.doi.org/10.3217/978-3-85125-533-1-13
  • Hübner David, Kindermans Pieter-Jan, Verhoeven Thibault, Tangermann Michael: Improving learning from label proportions by reducing the feature dimensionality Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality, 2017 (online): 186-191, Verlag der Technischen Universität Graz (Hrsg). : http://dx.doi.org/10.3217/978-3-85125-533-1-35
  • Hübner David, Tangermann Michael: Challenging the assumption that auditory event-related potentials are independent and identically distributed Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality, 2017 (online): 192-197, Verlag der Technischen Universität Graz (Hrsg). : http://dx.doi.org/10.3217/978-3-85125-533-1-36
  • Hübner David, Verhoeven Thibault, Kindermans Pieter-Jan, Tangermann Michael: Mixing two unsupervised estimators for event-related potential decoding: An online evaluation Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality, 2017 (online): 198-203, Verlag der Technischen Universität Graz (Hrsg). : http://dx.doi.org/10.3217/978-3-85125-533-1-37
  • Kolkhorst Henrich, Burgard Wolfram, Tangermann Michael: Decoding Hazardous Events in Driving Videos Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, 2017 (online): 242-247 (Graz, Austria), Verlag der Technischen Universität Graz (Hrsg). : http://dx.doi.org/10.3217/978-3-85125-533-1-45
  • Kolkhorst Henrich, Tangermann Michael, Burgard Wolfram: Decoding Perceived Hazardousness from User’s Brain States to Shape Human-Robot Interaction Proceedings of the Companion of the 2017 ACM/IEEE International Conference on Human-Robot Interaction, 2017 (online): 349-350 (International Conference on Human-Robot Interaction, Vienna, Austria), ACM (Hrsg). : http://dx.doi.org/10.1145/3029798.3034826 (download: http://dl.acm.org/ft_gateway.cfm?id=3034826&ftid=1850527&dwn=1&CFID=764276886&CFTOKEN=78469489)
  • Meinel Andreas, Lotte Fabien, Tangermann Michael: Tikhonov Regularization Enhances EEG-Based Spatial Filtering For Single-Trial Regression Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, 2017 (online): 308-313 (Graz, Austria), Verlag der Technischen Universität Graz (Hrsg). : http://dx.doi.org/10.3217/978-3-85125-533-1-57

Besondere wissenschaftliche Aktivitäten

Abschlussarbeiten