%Aigaion2 BibTeX export from Idiap Publications %Saturday 21 December 2024 06:23:17 PM @INCOLLECTION{millan:2006:mit-idiap, author = {Mill{\'{a}}n, Jos{\'{e}} del R. and Ferrez, Pierre W. and Buttfield, Anna}, editor = {Dornhege, G. and Mill{\'{a}}n, Jos{\'{e}} del R. and Hinterberger, T. and McFarland, D. and M{\"{u}}ller, K. -R.}, projects = {Idiap}, title = {The IDIAP Brain-Computer Interface: An Asynchronous Multi-Class Approach}, booktitle = {Towards Brain-Computer Interfacing}, year = {2007}, publisher = {The MIT Press}, abstract = {In this paper we give an overview of our work on a self-pace asynchronous BCI that responds every 0.5 seconds. A statistical Gaussian classifier tries to recognize three different mental tasks; it may also respond unknown for uncertain samples as the classifier has incorporated statistical rejection criteria. We report our experience with different subjects. We also describe three brain-actuated applications we have developed: a virtual keyboard, a brain game, and a mobile robot (emulating a motorized wheelchair). Finally, we discuss current research directions we are pursuing in order to improve the performance and robustness of our BCI system, especially for real-time control of brain-actuated robots.}, ipdmembership={learning}, }