4 papers
Recursive Estimation of User Intent from Noninvasive Electroencephalography using Discriminative Models
Niklas Smedemark-Margulies, Basak Celik, Tales Imbiriba +2
We study the problem of inferring user intent from noninvasive electroencephalography (EEG) to restore communication for people with severe speech and physical impairments (SSPI).…
Stopping Criterion Design for Recursive Bayesian Classification: Analysis and Decision Geometry
Aziz Kocanaogullari, Murat Akcakaya, Deniz Erdogmus
Systems that are based on recursive Bayesian updates for classification limit the cost of evidence collection through certain stopping/termination criteria and accordingly enforce…
Active recursive Bayesian inference using Rényi information measures
Yeganeh M. Marghi, Aziz Kocanaogullari, Murat Akcakaya +1
Recursive Bayesian inference (RBI) provides optimal Bayesian latent variable estimates in real-time settings with streaming noisy observations. Active RBI attempts to effectively s…
BciPy: Brain-Computer Interface Software in Python
Tab Memmott, Aziz Koçanaoğulları, Matthew Lawhead +4
There are high technological and software demands associated with conducting brain-computer interface (BCI) research. In order to accelerate the development and accessibility of BC…