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Analysis of patterns in speaker authentication using discrete probability HMMs
Varshney, V.   Malakar, D.J.   Das, P.K.  
Dept. of Comput. Sci. & Eng., IIT Guwahati, India;

This paper appears in: Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
Publication Date: 26-29 Aug. 2004
Volume: 6,  On page(s): 3706- 3710 vol.6
ISSN:
ISBN: 0-7803-8403-2
INSPEC Accession Number: 8254338
Current Version Published: 2005-01-24

Abstract
The advances in computer hardware combined with innovative artificial intelligence (AI) techniques can be a powerful methodology to perform intelligent cognitive tasks. We have investigated speech recognition techniques using hidden Markov models and successfully classified speakers based on their utterances. This paper proposes a discrete probability HMMS based approach to successfully classify speakers based on their utterances. The results show that we have got high accuracy in identifying the speakers. This leads us to conclude that uncertain reasoning and learning are vital components of AI that could lead to the development of automated intelligent solutions to various complex and interesting problems.

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