We compare the use of two Markovian models, HMMs and IOHMMs, to discriminate between three mental tasks for brain computer interface systems using an asynchronous protocol. We show that IOHMMs outperform HMMs but that, probably due to the lack of any prior information on the state dynamics, no practical advantage in the use of these models over their static counterparts is obtained.
Michael Herzog, David Pascucci, Maëlan Quentin Menétrey
Michael Herzog, Simona Adele Garobbio, Maya Roinishvili, Ophélie Gladys Favrod