A Bayesian approach to the verification problem applications to speaker verification.

A Bayesian approach to the verification problem applications to speaker verification.

In this paper, we study the general verification problem from a Bayesian viewpoint. In the Bayesian approach, the verification decision is made by evaluating Bayes factors against a critical threshold. The calculation of the Bayes factors in turn requires the computation of several Bayesian predicti...

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Bibliographic Details
Published in:IEEE Transactions on speech and audio processing 9, 8 (2001).
Main Author: Hui Jiang
Format: Article
Language:English
Subjects:
Bayes factors.
Bayesian approach.
Bayesian predictive densities.
GMM.
Gaussian mixture model.
NIST98 speaker verification evaluation data.
Viterbi approximation.
Critical threshold.
Joint Bayesian predictive densities.
Speaker verification.
Verification decision.
Verification problem.