DocumentCode
1134896
Title
On Second-Order Statistics of Log-Periodogram With Correlated Components
Author
Ephraim, Yariv ; Roberts, William J.J.
Author_Institution
Dept. of Electr. & Comput. Eng., George Mason Univ., Fairfax, VA, USA
Volume
12
Issue
9
fYear
2005
Firstpage
625
Lastpage
628
Abstract
We derive an explicit expression for the covariance of the log-periodogram power spectral density estimator for a zero mean Gaussian process. We do not make the assumption that the spectral components of the process are uncorrelated. Applications to spectral estimation and to cepstral modeling in automatic speech recognition are discussed.
Keywords
Gaussian processes; cepstral analysis; correlation methods; covariance analysis; speech recognition; automatic speech recognition; cepstral modeling; correlated components; covariance; log-periodogram power spectral density estimator; second-order statistics; zero mean Gaussian process; Additive noise; Autocorrelation; Automatic speech recognition; Cepstral analysis; Discrete Fourier transforms; Frequency; Gaussian processes; Silver; Speech recognition; Statistics; Log-periodogram; speech recognition;
fLanguage
English
Journal_Title
Signal Processing Letters, IEEE
Publisher
ieee
ISSN
1070-9908
Type
jour
DOI
10.1109/LSP.2005.853049
Filename
1495428
Link To Document