Title :
A proposed likelihood transformation for speaker verification
Author :
Tran, Dat ; Wagner, Michael
Author_Institution :
Sch. of Comput., Canberra Univ., ACT, Australia
Abstract :
Most of current normalisation methods for speaker verification are based on the ratio of the claimed speaker´s and impostors´ likelihood functions. As an extension, we propose alternative normalisation methods, which are based on the ratio of functions of the claimed speaker´s and impostors´ likelihood functions. A likelihood transformation is proposed in this paper to relate current and proposed methods. We also report several significant experimental results performed on the T146, the ANDOSL and the YOHO corpora using these proposed normalisation methods
Keywords :
Gaussian distribution; speaker recognition; vector quantisation; ANDOSL corpora; Gaussian mixture model; T146 corpora; YOHO corpora; claimed speaker likelihood functions; impostors likelihood functions; likelihood transformation; normalisation methods; speaker verification; vector quantization; Australia; Databases; Error analysis; Protection; Speech; Testing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.859148