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Parameter identifiability of multichannel ARMA models of linear non-Gaussian signals via cumulant matching

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1 Author(s)
Tugnait, J.K. ; Dept. of Electr. Eng., Auburn Univ., AL, USA

The problem of estimating the parameters of a vector, stationary, ARMA(p,q) signal model driven by an i.i.d. vector non-Gaussian sequence is considered. The paper's focus is the problem of parameter identifiability of multichannel ARMA models given the higher-order cumulants of the signal on a finite set of lags. We specify the finite lag set for general ARMA(p,q) models. Our approach is to first derive the basic results via a diagonal canonical form and then to extend the parameter identifiability results to other (more parsimonious) canonical forms

Published in:
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on  (Volume:iv )

Date of Conference: 19-22 Apr 1994

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