M. Sennoussaoui

First attempt at Boltzmann machines for speaker recognition

By M. Sennoussaoui, Najim Dehak, P. Kenny, Réda Dehak, P. Dumouchel

2012-06-01

In Odyssey speaker and language recognition workshop

Abstract Frequently organized by NIST, Speaker Recognition evaluations (SRE) show high accuracy rates. This demonstrates that this field of research is mature. The latest progresses came from the proposition of low dimensional i-vectors representation and new classifiers such as Probabilistic Linear Discriminant Analysis (PLDA) or Cosine Distance classifier. In this paper, we study some variants of Boltzmann Machines (BM). BM is used in image processing but still unexplored in Speaker Verification (SR).

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