Privacy-Preserving Machine Learning for Speech Processing

Authors:

ISBN: 978-1-4614-4638-5 (Print) 978-1-4614-4639-2 (Online)

Table of contents (13 chapters)

  1. Front Matter

    Pages i-xvii

  2. Introduction

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-6

      Thesis Overview

    3. No Access

      Book Chapter

      Pages 7-18

      Speech Processing Background

    4. No Access

      Book Chapter

      Pages 19-45

      Privacy Background

  3. Privacy-Preserving Speaker Verification

    1. Front Matter

      Pages 47-47

    2. No Access

      Book Chapter

      Pages 49-53

      Overview of Speaker Verification with Privacy

    3. No Access

      Book Chapter

      Pages 55-66

      Privacy-Preserving Speaker Verification Using Gaussian Mixture Models

    4. No Access

      Book Chapter

      Pages 67-72

      Privacy-Preserving Speaker Verification as String Comparison

  4. Privacy-Preserving Speaker Identification

    1. Front Matter

      Pages 73-73

    2. No Access

      Book Chapter

      Pages 75-78

      Overview of Speaker Identification with Privacy

    3. No Access

      Book Chapter

      Pages 79-87

      Privacy-Preserving Speaker Identification Using Gaussian Mixture Models

    4. No Access

      Book Chapter

      Pages 89-95

      Privacy-Preserving Speaker Identification as String Comparison

  5. Privacy-Preserving Speech Recognition

    1. Front Matter

      Pages 97-97

    2. No Access

      Book Chapter

      Pages 99-102

      Overview of Speech Recognition with Privacy

    3. No Access

      Book Chapter

      Pages 103-109

      Privacy-Preserving Isolated-Word Recognition

  6. Conclusion

    1. Front Matter

      Pages 111-111

    2. No Access

      Book Chapter

      Pages 113-116

      Thesis Conclusion

    3. No Access

      Book Chapter

      Pages 117-119

      Future Work

  7. Back Matter

    Pages 121-141