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Privacy-Preserving Machine Learning for Speech Processing

Name: Privacy-Preserving Machine Learning for Speech Processing
Brand: Springer-Verlag New York Inc.
SKU: 09089172
Price: 101.79 EUR
Availability: InStock
Author: Manas A. Pathak
ISBN: 9781489991201

Manas A. Pathak

Language

English

Book Paperback

Libristo code: 09089172

Publishers Springer-Verlag New York Inc., August 2012

This thesis discusses the privacy issues in speech-based applications such as biometric authenticati... Full description

Libristo code: 09089172

249 b

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