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Title
Title:
Privacy-Preserving Machine Learning for Speech Processing by Manas A. Pathak.
Springer Theses, Recognizing Outstanding Ph.D. Research,
Springer Theses, Recognizing Outstanding Ph.D. Research,
Main Entry:
Pathak, Manas A. author.
SpringerLink (Online service)
Publisher:
Springer New York : Imprint: Springer,
Publication Date:
2013.
Publication Place:
New York, NY :
ISBN:
9781461446392
Subject:
Engineering.
Data structures (Computer Science).
Telecommunication.
Production of electric energy or power.
Engineering.
Signal, Image and Speech Processing.
Communications Engineering, Networks.
Data Structures, Cryptology and Information Theory.
Power Electronics, Electrical Machines and Networks.
Series:
Springer Theses, Recognizing Outstanding Ph.D. Research,
Springer Theses, Recognizing Outstanding Ph.D. Research,
Contents:
Thesis Overview -- Speech Processing Background -- Privacy Background -- Overview of Speaker Verification with Privacy -- Privacy-Preserving Speaker Verification Using Gaussian Mixture Models -- Privacy-Preserving Speaker Verification as String Comparison -- Overview of Speaker Indentification with Privacy -- Privacy-Preserving Speaker Identification Using Gausian Mixture Models -- Privacy-Preserving Speaker Identification as String Comparison -- Overview of Speech Recognition with Privacy -- Privacy-Preserving Isolated-Word Recognition -- Thesis Conclusion -- Future Work -- Differentially Private Gaussian Mixture Models.
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Printed edition: 9781461446385
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