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

Privacy-Preserving Machine Learning for Speech Processing

Język: Angielski
Oprawa: Miękka
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
424.83
This thesis discusses the privacy issues in speech-based applications such as biometric authenticati...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2012
strony
142
EAN
9781489991201
ISBN
1489991204
Enbook ID
09089172
Waga
2526
Wymiary
155 x 8 x 9

Pełny opis

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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