Spectral estimation of nonstationary EEG using particle filtering with application to event-related desynchronization (ERD)

• Main Authors: Ting, Chee Ming, Shaikh Salleh, Sheikh Hussain, Zainuddin, Z. M., Bahar, Arifah
• Format: Article
• Published: IEEE 2011
• Subjects: Q Science (General); TA Engineering (General). Civil engineering (General)
• Online Access: http://eprints.utm.my/id/eprint/29331/; http://dx.doi.org/10.1109/TBME.2010.2088396
• Institution: Universiti Teknologi Malaysia

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...