Matching entries: 0

Journal Publications

Hübner D, Verhoeven T and Müller K-R, Kindermans P-J and Tangermann M (2018), "Unsupervised Learning for Brain-Computer Interfaces Based on Event-Related Potentials: Review and Online Comparison", IEEE Computational Intelligence Magazine. Vol. 13(2), pp. 66-77. IEEE.
BibTeX:
@article{huebner2018unsupervised,
  author = {Hübner, David and Verhoeven, Thibault and Müller, Klaus-Robert and Kindermans, Pieter-Jan and Tangermann, Michael},
  title = {Unsupervised Learning for Brain-Computer Interfaces Based on Event-Related Potentials: Review and Online Comparison},
  journal = {IEEE Computational Intelligence Magazine},
  publisher = {IEEE},
  year = {2018},
  volume = {13},
  number = {2},
  pages = {66--77}
}
Hübner D, Verhoeven T, Schmid K, Müller K-R, Tangermann M and Kindermans P-J (2017), "Learning from label proportions in brain-computer interfaces: Online unsupervised learning with guarantees", PLOS ONE. Vol. 12(4), pp. e0175856. Public Library of Science.
BibTeX:
@article{hubner2017learning,
  author = {Hübner, David and Verhoeven, Thibault and Schmid, Konstantin and Müller, Klaus-Robert and Tangermann, Michael and Kindermans, Pieter-Jan},
  title = {Learning from label proportions in brain-computer interfaces: Online unsupervised learning with guarantees},
  journal = {PLOS ONE},
  publisher = {Public Library of Science},
  year = {2017},
  volume = {12},
  number = {4},
  pages = {e0175856}
}
Verhoeven T, Hübner D, Tangermann M, Müller K-R, Dambre J and Kindermans P-J (2017), "Improving zero-training brain-computer interfaces by mixing model estimators", Journal of Neural Engineering. Vol. 14(3), pp. 036021. IOP Publishing.
BibTeX:
@article{verhoeven2017improving,
  author = {Verhoeven, Thibault and Hübner, David and Tangermann, Michael and Müller, Klaus-Robert and Dambre, Joni and Kindermans, Pieter-Jan},
  title = {Improving zero-training brain-computer interfaces by mixing model estimators},
  journal = {Journal of Neural Engineering},
  publisher = {IOP Publishing},
  year = {2017},
  volume = {14},
  number = {3},
  pages = {036021}
}

Conference Publications

Hübner D, Verhoeven T, Kindermans P-J and Tangermann M (2017), "Mixing two unsupervised estimators for event-related potential decoding: An online evaluation", In Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality. pp. 198-203. Verlag der Technischen Universität Graz. Best Talk Award.
BibTeX:
@inproceedings{huebner2017mixing,
  author = {Hübner, D. and Verhoeven, T. and Kindermans, P.-J. and M. Tangermann},
  editor = {Müller-Putz, G. R. and Steyrl, D. and Wriessnegger, S. C. and Scherer R.},
  title = {Mixing two unsupervised estimators for event-related potential decoding: An online evaluation},
  booktitle = {Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality},
  publisher = {Verlag der Technischen Universität Graz},
  year = {2017},
  pages = {198-203},
  doi = {10.3217/978-3-85125-533-1-37}
}
Hübner D, Kindermans P-J, Verhoeven T and Tangermann M (2017), "Improving learning from label proportions by reducing the feature dimensionality", In Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality. pp. 186-191. Verlag der Technischen Universität Graz.
BibTeX:
@inproceedings{huebner2017improving,
  author = {Hübner, D. and Kindermans, P.-J. and Verhoeven, T. and M. Tangermann},
  editor = {Müller-Putz, G. R. and Steyrl, D. and Wriessnegger, S. C. and Scherer R.},
  title = {Improving learning from label proportions by reducing the feature dimensionality},
  booktitle = {Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality},
  publisher = {Verlag der Technischen Universität Graz},
  year = {2017},
  pages = {186-191},
  doi = {10.3217/978-3-85125-533-1-35}
}
Hübner D and Tangermann M (2017), "Challenging the assumption that auditory event-related potentials are independent and identically distributed", In Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality. pp. 192-197. Verlag der Technischen Universität Graz.
BibTeX:
@inproceedings{huebner2017challenging,
  author = {Hübner, D. and M. Tangermann},
  editor = {Müller-Putz, G. R. and Steyrl, D. and Wriessnegger, S. C. and Scherer R.},
  title = {Challenging the assumption that auditory event-related potentials are independent and identically distributed},
  booktitle = {Proceedings of the 7th International Brain-Computer Interface Meeting 2017: From Vision to Reality},
  publisher = {Verlag der Technischen Universität Graz},
  year = {2017},
  pages = {192-197},
  doi = {10.3217/978-3-85125-533-1-36}
}
Hübner D, Verhoeven T, Schmid K, Müller K-R, Tangermann M and Kindermans P-J (2017), "Learning from label proportions in BCI -- A symbiotic design for stimulus presentation and signal decoding", In The First Biannual Neuroadaptive Technology Conference. pp. 27-29. Best Talk Award.
BibTeX:
@inproceedings{hubner2017learningNAT,
  author = {Hübner, David and Verhoeven, Thibault and Schmid, Konstantin and Müller, Klaus-Robert and Tangermann, Michael and Kindermans, Pieter-Jan},
  title = {Learning from label proportions in BCI -- A symbiotic design for stimulus presentation and signal decoding},
  booktitle = {The First Biannual Neuroadaptive Technology Conference},
  year = {2017},
  pages = {27-29}
}
Kindermans P-J, Hübner D, Verhoeven T, Schmid K, Müller K-R and Tangermann M (2016), "Making Brain-Computer Interfaces robust, reliable and adaptive with Learning from Label Proportions", NIPS Workshop.
BibTeX:
@article{kindermanss2016making,
  author = {Kindermans, Pieter-Jan and Hübner, David and Verhoeven, Thibault and Schmid, Konstantin and Müller, Klaus-Robert and Tangermann, Michael},
  title = {Making Brain-Computer Interfaces robust, reliable and adaptive with Learning from Label Proportions},
  journal = {NIPS Workshop},
  year = {2016}
}
Musso M, Bambadian A, Denzer S, Umarova R, Hübner D; and Tangermann M (2016), "A novel BCI based rehabilitation approach for aphasia rehabilitation", In Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present and Future. pp. 104.
BibTeX:
@inproceedings{musso2016novel,
  author = {Musso, Mariacristina and Bambadian, Atieh. and Denzer, Simone. and Umarova, Roza. and David, Hübner and Michael, Tangermann},
  title = {A novel BCI based rehabilitation approach for aphasia rehabilitation},
  booktitle = {Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present and Future},
  year = {2016},
  pages = {104}
}

Workshops and Public Demos

Jan 2018: We presented a workshop about unsupervised learning for BCIs at the applied machine learning days in Lausanne with live demo. (Link)
Dec 2017: Schüler-Ingenieur-Akademie: Pupils learn about perspectives in science and could experience a live BCI demo. [News (in German)]
July 2017: Members from the general audience could participate in a live demo at the Wissenschaftsmarkt Freiburg on the central market in Freiburg. [Link (German)]
Mar 2017: Students could participate in a BCI experiment at the central library in Freiburg during the Brain Awareness Week. [Link (German)]
Nov 2016: Pupils could try out an online EEG-based BCI system during the "Tag der offenen Tür".