Książka Privacy-Preserving Machine Learning for Speech Processing Manas A. Pathak

Privacy-Preserving Machine Learning for Speech Processing

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-13 dni
424.53
This thesis discusses the privacy issues in speech-based applications, including biometric authentic...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2012
strony
142
EAN
9781461446385
ISBN
1461446384
Enbook ID
01428073
Waga
3672
Wymiary
155 x 235 x 12

Pełny opis

This thesis discusses the privacy issues in speech-based applications, including biometric authentication, surveillance, and external speech processing services. Manas A. Pathak presents solutions for privacy-preserving speech processing applications such as speaker verification, speaker identification, and speech recognition. §The thesis introduces tools from cryptography and machine learning and current techniques for improving the efficiency and scalability of the presented solutions, as well as experiments with prototype implementations of the solutions for execution time and accuracy on standardized speech datasets. Using the framework proposed may 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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