Title :
The multiple lag process and its estimation
Author :
Sönmez, M. Kemal ; Baras, John S.
Author_Institution :
Inst. for Syst. Res., Maryland Univ., College Park, MD, USA
Abstract :
We derive estimators for the multiple lag process, a generalization of the lag process, via spectral representations of stationary processes by complex random spectral measures. We present estimators of transfer functions for the multiple lag model with a given vector of lags and derive a multiple-lag (quadratic) coherence which can be maximized to choose the best vector of lags in the minimum mean squared error sense from a given set of lag vectors. We also demonstrate the estimation scheme by a simulation example and point out possible applications for the multiple-lag model in speech processing
Keywords :
estimation theory; random processes; signal representation; spectral analysis; speech processing; transfer functions; complex random spectral measures; lag vectors; minimum mean squared error; multiple lag model; multiple lag process estimation; quadratic coherence; simulation; spectral representations; speech processing; stationary processes; transfer functions; Coherence; Educational institutions; Electric variables measurement; Instruments; Modeling; Random variables; Spectral analysis; Speech processing; Systems engineering and theory; Transfer functions;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-2431-5
DOI :
10.1109/ICASSP.1995.479932