Privacy-Preserving Machine Learning for Speech Processing PDF ePub eBook

Books Info:

Privacy-Preserving Machine Learning for Speech Processing free pdf 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.

About Manas A. Pathak

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.

Details Book

Author : Manas A. Pathak
Publisher : Springer-Verlag New York Inc.
Data Published : 26 August 2012
ISBN : 1489991204
EAN : 9781489991201
Format Book : PDF, Epub, DOCx, TXT
Number of Pages : 142 pages
Age + : 15 years
Language : English
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