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Publications

2018

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Journal papers

2018
Article
10.1007/s12021-018-9396-7
Andreas Meinel, Sebastián Castaño-Candamil, Benjamin Blankertz, Fabien Lotte and Michael Tangermann
Characterizing Regularization Techniques for Spatial Filter Optimization in Oscillatory EEG Regression Problems
Springer Neuroinformatics (2018) [ doi ]
2018
Article
10.1109/MCI.2018.2807039
David Hübner, Thibault Verhoeven, Klaus-Robert Müller, Pieter-Jan Kindermans and Michael Tangermann
Unsupervised Learning for Brain-Computer Interfaces Based on Event-Related Potentials: Review and Online Comparison [Research Frontier]
IEEE Computational Intelligence Magazine 13 66-77 (2018) [ doi ]

Conference papers

2018
InProceedings
Henrich Kolkhorst, Michael Tangermann and Wolfram Burgard
Guess What I Attend: Interface-free Object Selection Using Brain Signals
Proc. 2018 IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS) (2018)

Misc / Abstracts

2018
Misc
Sebastián Castaño-Candamil, Andreas Meinel and Michael Tangermann
1-F-54 Post-hoc labeling of arbitrary EEG recordings for data-efficient evaluation of neural decoding methods
Proc. Seventh Int. BCI Meeting– BCIs: Not Getting Lost in Translation 58-59 (2018) [ pdf ]
2018
Misc
Benjamin Ferleger, Sebastián Castaño-Candamil, Andrew Haddock, Brady Houston, Michael Tangermann and Howard Chizeck
2-A-2 Adaptive deep brain stimulation: Optimization of treatment in essential tremor using electrocorticography data
Proc. Seventh Int. BCI Meeting– BCIs: Not Getting Lost in Translation 78-79 (2018) [ pdf ]
2018
Misc
David Hübner, Sarah Schwarzkopf, Mariacristina Musso and Michael Tangermann
2-D-25 BCI-based language training induces changes in ERP responses in chronic post-stroke aphasia patients
Proc. Seventh Int. BCI Meeting– BCIs: Not Getting Lost in Translation 106-107 (2018) [ pdf ]
2018
Misc
Jan Sosulski, David Hübner and Michael Tangermann
2-D-27 Closed-loop stimulus parameter optimization framework for event-related potential paradigms
Proc. Seventh Int. BCI Meeting– BCIs: Not Getting Lost in Translation 108-109 (2018) [ pdf ]

2017

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Journal papers

2017
Article
Sebastián Castaño-Candamil, Andreas Meinel and Michael Tangermann
Post-hoc labeling of arbitrary EEG recordings for data-efficient evaluation of neural decoding methods
ArXiv e-prints (2017) [ url ]
2017
Article
David Hübner, Thibault Verhoeven, Konstantin Schmid, Klaus-Robert Müller, Michael Tangermann and Pieter-Jan Kindermans
Learning from label proportions in brain-computer interfaces: online unsupervised learning with guarantees
PloS ONE 12 e0175856 (2017)
2017
Article
David Hübner, Tibault Verhoeven, Konstantin Schmid, Klaus-Robert Müller, Michael Tangermann and Pieter-Jan Kindermans
Learning from Label Proportions in Brain-Computer Interfaces: Online Unsupervised Learning with Guarantees
ArXiv e-prints (2017) [ url ]
2017
Article
10.1080/2326263X.2016.1275488
Jane E. Huggins, Christoph Guger, Mounia Ziat, Thorsten O. Zander, Denise Taylor, Michael Tangermann, Aureli Soria-Frisch, John Simeral, Reinhold Scherer, Rüdiger Rupp, Giulio Ruffini, Douglas K. R. Robinson, Nick F. Ramsey, Anton Nijholt, Gernot Müller-Putz, Dennis J. McFarland, Donatella Mattia, Brent J. Lance, Pieter-Jan Kindermans, Iñaki Iturrate, Christian Herff, Disha Gupta, An H. Do, Jennifer L. Collinger, Ricardo Chavarriaga, Steven M. Chase, Martin G. Bleichner, Aaron Batista, Charles W. Anderson and Erik J. Aarnoutse
Workshops of the Sixth International Brain–Computer Interface Meeting: brain–computer interfaces past, present, and future
Brain-Computer Interfaces 4 3-36 (2017) [ url doi ]
2017
Article
10.1002/hbm.23730
Robin T. Schirrmeister, Jost T. Springenberg, Lukas D. J. Fiederer, Martin Glasstetter, Katharina Eggensperger, Michael Tangermann, Frank Hutter, Wolfram Burgard and Tonio Ball
Deep Learning with Convolutional Neural Networks for EEG Decoding and Visualization
Human Brain Mapping 38 5391-5420 (2017) [ url doi ]
2017
Article
Robin T. Schirrmeister, Jost T. Springenberg, Lukas D. J. Fiederer, Martin Glasstetter, Katharina Eggensperger, Michael Tangermann, Frank Hutter, Wolfram Burgard and Tonio Ball
Deep learning with convolutional neural networks for brain mapping and decoding of movement-related information from the human EEG
ArXiv e-prints (2017) [ url ]
2017
Article
Thibault Verhoeven, David Hübner, Michael Tangermann, Klaus-Robert Müller, Joni Dambre and Pieter-Jan Kindermans
Improving zero-training brain-computer interfaces by mixing model estimators
Journal of Neural Engineering 14 036021 (2017) [ url ]

Conference papers

2017
InProceedings
10.3217/978-3-85125-533-1-12
Sebastian Castaño-Candamil, Soheil Mottaghi, Volker A. Coenen, Ulrich G. Hofmann and Michael Tangermann
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) 58-63 (2017) [ doi ]
2017
InProceedings
10.3217/978-3-85125-533-1-13
Sebastian Castaño-Candamil and Michael Tangermann
Subspace Decomposition in the Frequency Domain
Proceedings of the 7th Graz Brain-Computer Interface Conference (GBCIC 2017) 64-69 (2017) [ doi ]
2017
InProceedings
10.3217/978-3-85125-533-1-35
David Hübner, Pieter-Jan Kindermans, Thibault Verhoeven and Michael Tangermann
Improving learning from label proportions by reducing the feature dimensionality
Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality 186-191 (2017) [ pdf doi ]
2017
InProceedings
10.3217/978-3-85125-533-1-36
David Hübner and Michael Tangermann
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 192-197 (2017) [ pdf doi ]
2017
InProceedings
10.3217/978-3-85125-533-1-37
David Hübner, Thibault Verhoeven, Pieter-Jan Kindermans and Michael Tangermann
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 198-203 (2017) [ pdf doi ]
2017
InProceedings
David Hübner, Thibault Verhoeven, Konstantin Schmid, Michael T. Klaus-Robert Müller and Pieter-Jan Kindermans
Learning from Label Proportions in BCI – a Symbiotic Design for Stimulus Preservation and Signal Decoding
The First Biannual Neuroadaptive Technology Conference 27-28 (2017) [ pdf ]
2017
InProceedings
10.3217/978-3-85125-533-1-45
Henrich Kolkhorst, Wolfram Burgard and Michael Tangermann
Decoding Hazardous Events in Driving Videos
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 242–247 (2017) [ doi ]
2017
InProceedings
10.1145/3029798.3034826
Henrich Kolkhorst, Michael Tangermann and Wolfram Burgard
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 349–350 (2017) [ url pdf doi ]
2017
InProceedings
Andreas Meinel, Thorsten Koller and Michael Tangermann
Time-Frequency Sensitivity Characterization of Single-Trial Oscillatory EEG Components
The First Biannual Neuroadaptive Technology Conference 36-37 (2017) [ pdf ]
2017
InProceedings
10.3217/978-3-85125-533-1-57
Andreas Meinel, Fabien Lotte and Michael Tangermann
Tikhonov Regularization Enhances EEG-Based Spatial Filtering For Single-Trial Regression
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 308-313 (2017) [ doi ]
2017
InProceedings
Robin T. Schirrmeister, Lukas D. J. Fiederer, Jost T. Springenberg, Martin Glasstetter, Katharina Eggensperger, Michael Tangermann, Frank Hutter, Wolfram Burgard and Tonio Ball
Designing and Understanding Convolutional Networks for Decoding Executed Movements from EEG
The First Biannual Neuroadaptive Technology Conference 143-144 (2017) [ pdf ]
2017
InProceedings
Michael Tangermann and Andreas Meinel
Informative Oscillatory EEG Components and their Persistence in Time and Frequency
NEUROTECHNIX 2017 - Extended Abstracts Volume 1: CogNeuroEng 17-21 (2017)

2016

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Journal papers

2016
Article
10.3389/fnhum.2016.00170
Andreas Meinel, Sebastián Castaño-Candamil, Janine Reis and Michael Tangermann
Pre-Trial EEG-based Single-Trial Motor Performance Prediction to Enhance Neuroergonomics for a Hand Force Task
Frontiers in Human Neuroscience 10 (2016) [ url doi ]

Conference papers

2016
InProceedings
10.3217/978-3-85125-467-9-180
Atieh Bamdadian, Simone Denzer, Cristina Musso and Michael Tangermann
ERP Responses of the Elderly for Bisyllabic Word Stimuli
Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future 180 (2016) [ pdf doi ]
2016
InProceedings
10.3217/978-3-85125-467-9-179
Sebastián Castaño-Candamil, Atieh Bamdadian, Sebastian Kübel, Roza Umarova and Michael Tangermann
ERP Features Correlate with Reaction Time in a Covert-Attention Task
Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future 179 (2016) [ pdf doi ]
2016
InProceedings
10.1016/j.clinph.2016.05.252
Sebastián Castaño-Candamil, Volker A. Coenen, Peter Reinacher, Tobias Piroth and Michael Tangermann
EP 65. DBS-induced alpha desynchronization in the subthalamic nucleus of PD patients
Clinical Neurophysiology 127 e202–e203 (2016) [ url doi ]
2016
InProceedings
10.3217/978-3-85125-467-9-156
Sebastián Castaño-Candamil, Sven Dähne and Michael Tangermann
Relevant Frequency Estimation in EEG Recordings for Source Power Co-Modulation
Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future 156 (2016) [ pdf doi ]
2016
InProceedings
10.3217/978-3-85125-467-9-17
Karl Marrett, Mark Wronkiewicz, Michael Tangermann and Adrian K. Lee
A User-Focused Study of Auditory P300 Brain-Computer Interface Design
Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future 17 (2016) [ pdf doi ]
2016
InProceedings
10.3217/978-3-85125-467-9-184
Andreas Meinel, Katharina Eggensperger, Michael Tangermann and Frank Hutter
Hyperparameter Optimization for Machine Learning Problems in BCI
Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future 184 (2016) [ pdf doi ]
2016
InProceedings
10.3217/978-3-85125-467-9-140
Andreas Meinel, Eva M. Schlichtmann, Torsten Koller, Janine Reis and Michael Tangermann
Predicting Single-Trial Motor Performance from Oscillatory EEG in Chronic Stroke Patients
Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future 140 (2016) [ pdf doi ]
2016
InProceedings
10.1007/s11818-016-0087-z
Johannes Meyer, Andreas Meinel, Thomas Schreiner, Björn Rasch and Michael Tangermann
Abstracts der 24. Jahrestagung der DGSM – P26 Versuchspersonenunabhängige Single-Trial-Erkennung von langsamen Wellen im Schlaf-EEG
Somnologie 20 75–76 (2016) [ url doi ]
2016
InProceedings
10.3217/978-3-85125-467-9-104
Mariacristina Musso, Atieh Bamdadian, Simone Denzer, Roza Umarova, David Hübner and Michael Tangermann
A novel BCI based rehabilitation approach for aphasia rehabilitation
Proceedings of the 6th International Brain-Computer Interface Meeting: Past, Present, and Future 104 (2016) [ pdf doi ]
2016
InProceedings
10.3217/978-3-85125-467-9-135
Roza Umarova, Sebastián Castaño-Candamil, Atieh Bamdadian, Sebastian Kübel, Mariacristina Musso, Stefan Kloeppel and Michael Tangermann
BCI-Approach for Cognitive Rehabilitation in Stroke: Pilot Data from Patient with Spatial Neglect
Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future 135 (2016) [ pdf doi ]

2015

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Journal papers

2015
Article
10.1016/j.neuroimage.2015.05.052
Sebastián Castaño-Candamil, Johannes Höhne, Juan-David Martinez-Vargas, Xing-Wei An, German Castellanos-Dominguez and Stefan Haufe
Solving the EEG inverse problem based on space-time-frequency structured sparsity constraints
NeuroImage 118 598-612 (2015) [ url doi ]
2015
Article
10.1109/JPROC.2015.2411333
Gernot R. Müller-Putz, Robert Leeb, Michael Tangermann, Johannes Höhne, Andrea Kübler, Febo Cincotti, Donatella Mattia, Rüdiger Rupp, Klaus-Robert Müller and José d. R. Millán
Towards Non-Invasive Hybrid Brain-Computer Interfaces: Framework, Practice, Clinical Application and Beyond
Proceedings of the IEEE 103 926-943 (2015) [ url doi ]

Conference papers

2015
InProceedings
10.1109/NER.2015.7146549
Atieh Bamdadian, Cuntai Guan, Kai K. Ang and Jianxin Xu
Towards Improvement of MI-BCI Performance of Subjects with BCI Deficiency
Proc. Int. IEEE Conf. on Neural Eng. (NER) 17–20 (2015) [ doi ]
2015
InProceedings
Juan S. Castaño-Candamil, Andreas Meinel, Sven Dähne and Michael Tangermann
Probing Meaningfulness of Oscillatory EEG Components with Bootstrapping, Label Noise and Reduced Training Sets
Proc. 37th Int. Conf. of the IEEE Eng. in Medicine and Biology Soc. (EMBC) 5159–5162 (2015)
2015
InProceedings
10.1016/j.clinph.2015.04.282
Sebastián Castaño-Candamil, Andreas Meinel, Janine Reis and Michael Tangermann
P186. Correlates to influence user performance in a hand motor rehabilitation task
Clinical Neurophysiology 126 e166 - e167 (2015) [ url doi ]
2015
InProceedings
Pieter-Jan Kindermans, Michael Tangermann, Martijn Schreuder, Mikio Braun and Klaus-Robert Müller
Improving our understanding of transfer-learning in ERP based BCI
MLINI Workshop at NIPS 2015 (accepted) (2015)
2015
InProceedings
10.1109/NER.2015.7146590
Andreas Meinel, Juan S. Castaño-Candamil, Sven Dähne, Janine Reis and Michael Tangermann
EEG Band Power Predicts Single-Trial Reaction Time in a Hand Motor Task
Proc. Int. IEEE Conf. on Neural Eng. (NER) 182–185 (2015) [ doi ]
2015
InProceedings
10.5220/0005663100320038
Michael Tangermann, Janine Reis and Andreas Meinel
Commonalities of Motor Performance Metrics are Revealed by Predictive Oscillatory EEG Components
Proceedings of the 3rd International Congress on Neurotechnology, Electronics and Informatics (NEUROTECHNIX) 32–38 (2015) [ doi ]
2015
InProceedings
Irene Winkler, Stefan Debener, Klaus-Robert Müller and Michael Tangermann
On the Influence of High-Pass Filtering on ICA-Based Artifact Reduction in EEG-ERP
Proc. 37th Int. Conf. of the IEEE Eng. in Medicine and Biology Soc. (EMBC) 4101–4105 (2015)

2014

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Journal papers

2014
Article
10.1371/journal.pone.0104854
Johannes Höhne, Elisa Holz, Pit Staiger-Sälzer, Klaus-Robert Müller, Andrea Kübler and Michael Tangermann
Motor Imagery for Severely Motor-Impaired Patients: Evidence for Brain-Computer Interfacing as Superior Control Solution
PLoS ONE 9 e104854 (2014) [ url doi ]
2014
Article
10.1371/journal.pone.0098322
Johannes Höhne and Michael Tangermann
Towards User-friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm
PLoS ONE 9 e98322 (2014) [ doi ]
2014
Article
Jane E. Huggins, Christoph Guger, Brendan Allison, Charles W. Anderson, Aaron Batista, Anne-Marie Brouwer, Clemens Brunner, Ricardo Chavarriaga, Melanie Fried-Oken, Aysegul Gunduz, Disha Gupta, Andrea Kübler, Robert Leeb, Fabien Lotte, Lee E. Miller, Gernot Müller-Putz, Tomasz Rutkowski, Michael Tangermann and David E. Thompson
Workshops of the fifth international brain-computer interface meeting: Defining the future
Brain-Computer Interfaces 1 27–49 (2014)
2014
Article
10.1371/journal.pone.0102504
Pieter-Jan Kindermans, Martijn Schreuder, Benjamin Schrauwen, Klaus-Robert Müller and Michael Tangermann
True Zero-Training Brain-Computer Interfacing – An Online Study
PLoS ONE 9 e102504 (2014) [ url doi ]
2014
Article
Pieter-Jan Kindermans, Michael Tangermann, Klaus-Robert Müller and Benjamin Schrauwen
Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller
Journal of Neural Engineering 11 035005 (2014) [ url ]
2014
Article
Irene Winkler, Stephanie Brandl, Franziska Horn, Eric Waldburger, Carsten Allefeld and Michael Tangermann
Robust artifactual independent component classification for BCI practitioners
Journal of Neural Engineering 11 035013 (2014) [ url ]

Conference papers

2014
InProceedings
10.1016/S1388-2457(14)50859-0
Johannes Höhne and Michael Tangermann
P827: Beyond P300: an auditory ERP paradigm with sequential stimulation
Clinical Neurophysiology 125, Supplement 1 S263 (2014) [ url doi ]
2014
InProceedings
10.3217/978-3-85125-378-8
Pieter-Jan Kindermans, Benjamin Schrauwen, Benjamin Blankertz, Klaus-Robert Müller and Michael Tangermann
Transferring Unsupervised Adaptive Classifiers Between Users of a Spatial Auditory Brain-Computer Interface
Proceedings of the 6th International Brain-Computer Interface Conference 330-333 (2014) [ pdf doi ]
2014
InProceedings
10.1016/S1388-2457(14)50483-X
Michael Tangermann, Katja Müller, Aleke Nolte, Julia Schumacher, Paul Zhutovsky and Benjamin Blankertz
P374: Detecting spatial auditory attention in cocktail-party situations
Clinical Neurophysiology 125, Supplement 1 S147 (2014) [ url doi ]
2014
InProceedings
10.3217/978-3-85125-378-8-93
Michael Tangermann, Norah Schnorr and Mariacristina Musso
Towards Aphasia Rehabilitation with BCI
Proceedings of the 6th International Brain-Computer Interface Conference 2014 369–372 (2014) [ pdf doi ]

2013

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Journal papers

2013
Article
10.1016/j.artmed.2013.08.001
Elisa M. Holz, Johannes Höhne, Pit Staiger-Sälzer, Michael Tangermann and Andrea Kübler
Brain-computer interface controlled gaming: Evaluation of usability by severely motor restricted end-users
Artificial Intelligence in Medicine 59 111 - 120 (2013) [ doi ]
2013
Article
10.1016/j.artmed.2013.08.002
Andrea Küber, Donatelle Mattia, Rüdiger Rupp and Michael Tangermann
Facing the challenge: Bringing brain-computer interfaces to end-users
Artificial Intelligence in Medicine 59 55–60 (2013) [ doi ]
2013
Article
10.1088/1741-2560/10/3/036025
Martijn Schreuder, Johannes Höhne, Benjamin Blankertz, Stefan Haufe, Thorsten Dickhaus and Michael Tangermann
Optimizing ERP Based BCI - a Systematic Evaluation of Dynamic Stopping Methods
Journal of Neural Engineering 10 036025 (2013) [ doi ]
2013
Article
10.1016/j.artmed.2013.07.005
Martijn Schreuder, Angela Riccio, Monica Risetti, Sven Dähne, Andrew Ramsey, John Williamson, Donatella Mattia and Michael Tangermann
User-Centered Design in Brain-Computer Interfaces - a Case Study
Artificial Intelligence in Medicine 59 71–80 (2013) [ url doi ]

Conference papers

2013
InProceedings
10.1515/bmt-2013-4435
Gernot R. Müller-Putz, Martijn Schreuder, Michael Tangermann, Robert Leeb and José del R. Millán
The hybrid Brain-Computer Interface: a bridge to assistive technology?
Proceedings BMT (Biomedizinische Technik) 2013 – Dreiländertagung der Deutschen, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik 58 4435 (2013) [ doi ]
2013
InProceedings
10.1109/IWW-BCI.2013.6506613
Anne K. Porbadnigk, Matthias S. Treder, Siamac Fazli, Michael Tangermann, Carmen Vidaurre, Stefan Haufe, Gabriel Curio, Benjamin Blankertz and Klaus-Robert Müller
Decoding cognitive brain states
Brain-Computer Interface (BCI), 2013 International Winter Workshop on 16-18 (2013) [ url doi ]
2013
InProceedings
10.1515/bmt-2013-4439
Michael Tangermann, Pieter-Jan Kindermans, Martijn Schreuder, Benjamin Schrauwen and Klaus-Robert Müller
Zero Training for BCI – Reality for BCI Systems Based on Event-Related Potentials
Proceedings BMT (Biomedizinische Technik) 2013 – Dreiländertagung der Deutschen, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik 58 4439 (2013) [ url doi ]

2012

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Conference papers

2012
InProceedings
10.1055/s-0032-1301483
Florian P. Losch, Michael Tangermann and Gabriel Curio
Erste Ergebnisse wiederholter Brain-Computer Interface (BCI) Messungen bei einer langjährig vollständig gelähmten ALS-Patientin
Klinische Neurophysiologie 43 330-333 (2012) [ doi ]

2011

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Book chapters

2011
InCollection
10.4018/978-1-61350-098-9.ch012
Carmen Vidaurre, Andrea Kübler, Michael Tangermann, Klaus-Robert Müller and José del R. Millá
Brain-Computer Interfaces and Visual Activity
Gaze Interaction and Applications of Eye Tracking: Advances in Assistive Technologies: Advances in Assistive Technologies 153–174 (2011) [ url doi ]