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A Max Kernel For Text-Independent Speaker Verification Systems
Type of publication: Conference paper
Citation: mariethoz:mmua:2006
Booktitle: Second Workshop on Multimodal User Authentication, MMUA
Year: 2006
Note: IDIAP-RR 05-77
Crossref: mariethoz:rr05-77:
Abstract: In this paper, we present a principled SVM based speaker verification system. A general approach to compute two sequences of frames is developed that enables the use of any kernel at the frame level. An extension of this approach using the Max operator is then proposed. The new system is compared to state-of-the-art GMM and other SVM based systems found in the literature on the Polyvar database. The new system outperforms, most of the time, the other systems, statistically significantly.
Userfields: ipdmembership={learning},
Projects Idiap
Authors MariƩthoz, Johnny
Bengio, Samy
Added by: [UNK]
Total mark: 0
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