On the Determination of Optimal Model Order for GMM-Based Text-Independent Speaker Identification

On the Determination of Optimal Model Order for GMM-Based Text-Independent Speaker Identification

Gaussian mixture models (GMMs) are recently employed to provide a robust technique for speaker identification. The determination of the appropriate number of Gaussian components in a model for adequate speaker representation is a crucial but difficult problem. This number is in fact speaker dependen...

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Bibliographic Details
Main Authors: M. F. Abu El-Yazeed, M. A. El Gamal, M. M. H. El Ayadi
Format: Article
Language:English
Published: SpringerOpen 2004-07-01
Series:EURASIP Journal on Advances in Signal Processing
Subjects:
Gaussian mixture model
goodness of fit
minimum description length
Akaike information criterion
speaker identification
text-independent speaker identification.
Online Access:http://dx.doi.org/10.1155/S1110865704312205

Internet

http://dx.doi.org/10.1155/S1110865704312205

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