Real-Time EEG Classification via Coresets for BCI Applications

no code implementations • 2 Jan 2019 • Eitan Netzer, Alex Frid, Dan Feldman

We suggest an algorithm that maintains the representation such coreset tailored to handle the EEG signal which enables: (i) real time and continuous computation of the Common Spatial Pattern (CSP) feature extraction method on a coreset representation of the signal (instead on the signal itself) , (ii) improvement of the CSP algorithm efficiency with provable guarantees by applying CSP algorithm on the coreset, and (iii) real time addition of the data trials (EEG data windows) to the coreset.

Classification Data Summarization +3