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

Privacy-Preserving Machine Learning for Speech Processing

Szerző: Manas A. Pathak
Nyelv: Angol
Kötés: Kemény kötésű
Elérhetőség: Beszállítói készleten
Küldés 10-13 napon belül
38 571 Ft
This thesis discusses the privacy issues in speech-based applications, including biometric authentic...

Információk a könyvről

Szerző
Nyelv
Angol
Kötés
Könyv - Kemény kötésű
Kiadva
2012
oldal
142
EAN
9781461446385
ISBN
1461446384
Enbook ID
01428073
Súly
3672
Méretek
155 x 235 x 12

Teljes leírás

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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