Privacy-Preserving Machine Learning for Speech Processing

Privacy-Preserving Machine Learning for Speech Processing

by Pathak, Manas A.

Type Book
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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 presente…

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Title Statements

  • Full title :Privacy-Preserving Machine Learning for Speech Processing / Manas A. Pathak.

Summary

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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Edition Statements

  • Publication Date:2013

Publication Statements

  • Publisher(s):Springer
  • Place of Publication:New York
  • Language:eng
  • Publication Date:2013

Notes

"Doctoral Thesis accepted by Carnegie Mellon University, USA."

The Physical Object

  • Description:xvii, 141 pages : : illustrations (some color) ; : 25 cm

Edition Identifiers

  • ISBN:9781461446385, 1461446384
  • oclc:ocn794710209
  • LC Classification:TN912.34
  • Dewey Decimal:006.454

Subjects

Academic theses Speech processing systems Thèses et écrits académiques Traitement automatique de la parole

Writers

Pathak, Manas A.

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