Discriminative Classifiers for Speaker Recognition

Language: German

Published by Südwestdeutscher Verlag Für Hochschulschriften AG Co. KG Jul 2015, 2015

383810191X / 9783838101910

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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Softcover

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This item is printed on demand - it takes 3-4 days longer - Neuware -Due to the growing need for security applications, speaker recognition as the biometric task of authenticating a claimant by voice has currently become a focus of interest. In this book we present new approaches to integrate discriminative classifiers like Support Vector Machines (SVMs) and Sparse Kernel Logistic Regression (SKLR) into speaker recognition systems that are traditionally based on generative classifiers like Gaussian Mixture Models (GMMs). In a first approach for limited training data the discriminative classifiers are applied directly on feature vectors from parameterized speech frames and it is shown that both, SVM as well as SKLR outperform traditional methods. In the second approach a state-of-the-art speaker recognition system for large amount of training data is designed that combines Gaussian Mixture Models with discriminative classifiers. Furthermore, we investigate different feature extraction methods for speaker recognition on large amount of training data and it is shown that the application of fusion schemes that combine these subsystems yield a significant improvement of the recognition performance in comparison to the application of single subsystems. 164 pp. Deutsch.…

Seller Inventory # 9783838101910

Title
Discriminative Classifiers for Speaker Recognition
Author
Marcel Katz
Publisher
Südwestdeutscher Verlag Für Hochschulschriften AG Co. KG Jul 2015
Publication year
2015
Condition
Neu
Binding
Taschenbuch
Language
German
ISBN 10
383810191X
ISBN 13
9783838101910
Item weight
262 grams
Dimensions
220x150x11 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

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BuchWeltWeit Ludwig Meier e.K.

Germany