Title :
Text-dependent speaker identification using Fisher differentiation vector
Author :
Li, Bo ; Liu, Wenju ; Zhong, QiuHai
Author_Institution :
Nat. Lab. of Pattern Recognition, Chinese Acad. of Sci., Beijing, China
Abstract :
We put forward a new algorithm for speaker identification. The difficulties for speaker recognition were first analyzed. Because most methods for speaker identification are based on parameter estimation, we put forward a nonparameter method for speaker identification. The method is based on Fisher differentiation vector. The influences of different factors to the identification accuracy were analyzed. The experiment shows that it is an effective method for text-dependent speaker identification.
Keywords :
speaker recognition; Fisher differentiation vector; parameter estimation; speaker recognition; text-dependent speaker identification; Automatic control; Automation; Gaussian distribution; Hidden Markov models; Laboratories; Pattern recognition; Probability; Speaker recognition; Speech; Testing;
Conference_Titel :
Natural Language Processing and Knowledge Engineering, 2003. Proceedings. 2003 International Conference on
Conference_Location :
Beijing, China
Print_ISBN :
0-7803-7902-0
DOI :
10.1109/NLPKE.2003.1275920