Privacy-Preserving Machine Learning for Speech Processing

Author:   Manas A. Pathak
Publisher:   Springer-Verlag New York Inc.
Edition:   2013 ed.
Volume:   7
ISBN:  

9781461446385


Pages:   142
Publication Date:   25 October 2012
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Privacy-Preserving Machine Learning for Speech Processing


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Overview

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.

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Author:   Manas A. Pathak
Publisher:   Springer-Verlag New York Inc.
Imprint:   Springer-Verlag New York Inc.
Edition:   2013 ed.
Volume:   7
Dimensions:   Width: 15.50cm , Height: 1.50cm , Length: 23.50cm
Weight:   3.672kg
ISBN:  

9781461446385


ISBN 10:   1461446384
Pages:   142
Publication Date:   25 October 2012
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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Dr. Manas A. Pathak received the BTech degree in computer science from Visvesvaraya National Institute of Technology, Nagpur, India, in 2006, and the MS and PhD degrees from the Language Technologies Institute at Carnegie Mellon University (CMU) in 2009 and 2012 respectively. He is currently working as a research scientist at Adchemy, Inc. His research interests include intersection of data privacy, machine learning, speech processing.

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