Pathak, Manas A.,

Privacy-Preserving Machine Learning for Speech Processing / Manas A. Pathak. - xvii, 141 pages : illustrations (some color) ; 25 cm. - Springer Theses, Recognizing Outstanding Ph.D. Research, 2190-5053 .

"Doctoral Thesis accepted by Carnegie Mellon University, USA"--Title page.



Includes bibliographical references.

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.

9781461446385 (alk. paper)

2012949704


Speech processing systems.

MLCM 2016/40825 (T)

000.454 PAT