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Titre: | A new speaker verification algorithm based on identification results |
Auteur(s): | Khettaoui, Billal Dahimene, Abdelhakim |
Mots-clés: | EM GMM MFCC VAD |
Date de publication: | 2017 |
Editeur: | IEEE |
Collection/Numéro: | 2017 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B); |
Résumé: | In this paper, a text independent speaker recognition system based on Gaussian mixture models (GMM) was developed with a specific focus on the use of a voice activated detector (VAD) algorithm in the training and testing. At the training level, a modified estimation/maximization (EM) algorithm is used. It is less prone to get trapped around a local maximum and so, it will have more chance to converge to the global maximum of the model. A new method of background speaker's model selection based on prior knowledge of the identification results is developed |
URI/URL: | https://ieeexplore.ieee.org/document/8192139 DOI: 10.1109/ICEE-B.2017.8192139 http://dlibrary.univ-boumerdes.dz:8080/handle/123456789/6692 |
ISBN: | 978-1-5386-0687-2 Electronic ISBN:978-1-5386-0686-5 |
Collection(s) : | Communications Internationales
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