By Noam Shabtai
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Extra resources for Advances in Speech Recognition
New method of measuring the reverberation time. J. Acoust. Soc. , 37(3):409–412. , 2008a] Shabtai, N. , and Zigel, Y. (2008a). The effect of GMM order and CMS on speaker recognition with reverberant speech. In Proc. HSCMA, pages 144–147. , 2008b] Shabtai, N. , and Zigel, Y. (2008b). The effect of room parameters on speaker verification using reverberant speech. In Proc. IEEEI, pages 231–235. 50 Advances in Speech Recognition [Zigel and Wasserblat, 2006] Zigel, Y. and Wasserblat, M. (2006). How to deal with multiple targets in speaker identification systems?
1977]. The covariance matrix Σi can be selected as either diagonal or a full matrix. The interpretation of a diagonal covariance matrix is that the feature vector coordinates are independent of one another. The computation of the parametric PDFs is much simpler in this case. The advantage of the full covariance matrix, however, is the enhanced generalization of the parametric PDFs in modeling the conditional PDFs. In practice, GMM is used with diagonal covariance matrices to approximate the case of one Gaussian with a full covariance matrix with less computational effort.
37(3):409–412. , 2008a] Shabtai, N. , and Zigel, Y. (2008a). The effect of GMM order and CMS on speaker recognition with reverberant speech. In Proc. HSCMA, pages 144–147. , 2008b] Shabtai, N. , and Zigel, Y. (2008b). The effect of room parameters on speaker verification using reverberant speech. In Proc. IEEEI, pages 231–235. 50 Advances in Speech Recognition [Zigel and Wasserblat, 2006] Zigel, Y. and Wasserblat, M. (2006). How to deal with multiple targets in speaker identification systems?