Spectral Estimation of Non-Stationary EEG using Particle Filtering with Application to Event-Related Desynchronization (ERD)

• Main Authors: Ting, Chee Ming, Salleh, Sh. Hussain, M. Zainuddin, Zaitul, Bahar, Arifah
• Format: Article
• Published: IEEE Explore 2010
• Subjects: Q Science (General)
• Online Access: http://eprints.utm.my/id/eprint/25989/; http://dx.doi.org/10.1109/TBME.2010.2088396

This paper proposes non-Gaussian models for parametric spectral estimation with application to event-related desynchronization (ERD) estimation of nonstationary EEG. Existing approaches for time-varying spectral estimation use time-varying autoregressive (TVAR) state-space models with Gaussian state...