DocumentCode :
3646448
Title :
Compensation of channel effects for support vector machines based speaker verification
Author :
Cemal Hanilçi;Figen Ertaş
Author_Institution :
Elektronik Mü
fYear :
2012
fDate :
4/1/2012 12:00:00 AM
Firstpage :
1
Lastpage :
4
Abstract :
In this paper, we analyze the effect of channel compensation technique on support vector machines (SVM) based speaker verification performance and compare with another well-known speaker modeling algorithm Gaussian Mixture Models with universal background model (GMM-UBM). Experiments conducted on NIST 2002 SRE shows that channel compensation considerable improves the speaker verification accuracy.
Keywords :
"Support vector machines","NIST","Erbium","Analytical models","Speaker recognition","Speech","Kernel"
Publisher :
ieee
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2012 20th
Print_ISBN :
978-1-4673-0055-1
Type :
conf
DOI :
10.1109/SIU.2012.6204433
Filename :
6204433
Link To Document :
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