Title :
Comparison of methods for estimation of time-varying transmission in multichannel data
Author :
Kaminski, M. ; Szerling, P. ; Blinowska, K.
Author_Institution :
Dept. of Biomed. Phys., Univ. of Warsaw, Warsaw, Poland
Abstract :
The directed transfer function was estimated from the time-varying multivariate autoregressive model computed by means of Kalman filter. The performance of the method was tested by means of simulations. The Kalman filter method was compared with the sliding window approach used in estimation of Short-time Directed transfer Function. Both method gave similar results, however the application of Kalman filter method becomes problematic for bigger number of channels.
Keywords :
Kalman filters; autoregressive processes; data communication; electroencephalography; medical signal processing; neural nets; neurophysiology; physiological models; Kalman filter; multichannel data transmission; short-time directed transfer function; sliding window approach comparison; time-varying multivariate autoregressive model; time-varying transmission; Kalman filters;
Conference_Titel :
Information Technology and Applications in Biomedicine (ITAB), 2010 10th IEEE International Conference on
Conference_Location :
Corfu
Print_ISBN :
978-1-4244-6559-0
DOI :
10.1109/ITAB.2010.5687719