Privacy-Preserving Machine Learning for Speech Processing

Name: Privacy-Preserving Machine Learning for Speech Processing
Brand: Springer-Verlag New York Inc.
SKU: 9781461446385
Price: 99.76 EUR
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Autor: Manas A. Pathak

Jazyk:

Väzba: Pevná

Vydavateľ: Springer-Verlag New York Inc.

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This thesis discusses the privacy issues in speech-based applications, including biometric authentic...

Informácie o knihe

Autor

Manas A. Pathak

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2012

Stránok

142

EAN

9781461446385

ISBN

1461446384

Enbook ID

01428073

Vydavateľ

Springer-Verlag New York Inc.

Hmotnosť

3672

Rozmery

155 x 235 x 12

Kompletný popis

This thesis discusses the privacy issues in speech-based applications, including biometric authentication, surveillance, and external speech processing services. Manas A. Pathak presents solutions for privacy-preserving speech processing applications such as speaker verification, speaker identification, and speech recognition. §The thesis introduces tools from cryptography and machine learning and current techniques for improving the efficiency and scalability of the presented solutions, as well as experiments with prototype implementations of the solutions for execution time and accuracy on standardized speech datasets. Using the framework proposed may make it possible for a surveillance agency to listen for a known terrorist, without being able to hear conversation from non-targeted, innocent civilians.

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Privacy-Preserving Machine Learning for Speech Processing

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