Joos Behncke
Contact
Autonomous Intelligent Systems Group
Department of Computer Science
Engelbergerstraße 21
79106 Freiburg
Phone: +49 761 270-93130
Research Interests
machine learning, neurobotics, BCI, software development, EEG/iEEG, error signals
Curriculum Vitae
- Since May 2014 Ph.D. computer science
- November 2013 Diploma in Physics at Albert-Ludwigs-University Freiburg
Publications
- Behncke J., Hammer J., Marusič P., Schulze-Bonhage A., Burgard W., and Ball T., "A core system for error processing delineated by intracranial EEG". In preparation.
- Behncke J.*, Kern M.*, Rüscher H.*, Schulze-Bonhage A., and Ball T., *equally contributing. "Probabilistic neuroanatomical assignment of intracranial electrodes using the ELAS toolbox". Journal of Neuroscience Methods (2019). doi.org/10.1016/j.jneumeth.2019.108396. ELAS toolbox: github.com/TNTLFreiburg/elas.
- Behncke J., Schirrmeister R. T., Burgard W., and Ball T., "The role of robot design in decoding error-related information from EEG signals of a human observer". 6th International Congress on Neurotechnology, Electronics and Informatics 2018. doi.org/10.5220/0006934900610066
- Heilmeyer F.A., Schirrmeister R.T., Fiederer L.D.J., Völker M., Behncke J., Ball T., "A framework for large-scale evaluation of deep learning for EEG". IEEE International Conference on Systems, Man, and Cybernetics 2018 https://arxiv.org/abs/1806.07741
- Völker M., Hammer J., Schirrmeister R.T., Behncke J., Fiederer L.D., Schulze-Bonhage A., Marusič P., Burgard W., and Ball T., "Intracranial Error Detection via Deep Learning". IEEE International Conference on Systems, Man, and Cybernetics 2018 https://arxiv.org/abs/1805.01667
- Behncke J., Schirrmeister R. T., Völker M., Hammer J., Marusič P., Schulze-Bonhage A., Burgard W., and Ball T., "Cross-paradigm pretraining of convolutional networks improves intracranial EEG decoding". IEEE International Conference on Systems, Man, and Cybernetics 2018 doi.org/10.1109/SMC.2018.00186
- Völker, M., Fiederer L.D.J., Berberich S., Hammer J., Behncke J., Kršek, P., Tomášek M., Marusič P., Reinacher P.C., Coenen V.A., Helias M., Schulze-Bonhage A., Burgard W., and Ball T. "The dynamics of error processing in the human brain as reflected by high-gamma activity in noninvasive and intracranial EEG". NeuroImage, 2018. doi.org/10.1016/j.neuroimage.2018.01.059
- Behncke J., Schirrmeister R. T., Burgard W., and Ball T., "The signature of robot action success in EEG signals of a human observer: Decoding and visualization using deep convolutional neural networks". IEEE The 6th International Winter Conference on Brain-Computer Interface 2018. doi.org/10.1109/IWW-BCI.2018.8311531
- Welke D.*, Behncke J.*, Hader M., Schirrmeister R. T., Schönau A., Eßmann B., Müller O., Burgard W., and Ball T., *equally contributing. "Brain Responses During Robot-Error Observation". Kognitive Systeme / 2017 - 1. http://dx.doi.org/10.17185/duepublico/44533
Misc
Erdös number: 5 (Robin T. Schirrmeister -> Frank Hutter -> Anne Condon -> Michael E. Sacks -> Paul Erdös)