Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods

Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods

Editor(s): Joseph Keshet, Samy Bengio

Published Online: 14 JAN 2009

Print ISBN: 9780470696835

Online ISBN: 9780470742044

DOI: 10.1002/9780470742044

About this Book

This book discusses large margin and kernel methods for speech and speaker recognition

Speech and Speaker Recognition: Large Margin and Kernel Methods is a collation of research in the recent advances in large margin and kernel methods, as applied to the field of speech and speaker recognition. It presents theoretical and practical foundations of these methods, from support vector machines to large margin methods for structured learning. It also provides examples of large margin based acoustic modelling for continuous speech recognizers, where the grounds for practical large margin sequence learning are set. Large margin methods for discriminative language modelling and text independent speaker verification are also addressed in this book.

Key Features:

  • Provides an up-to-date snapshot of the current state of research in this field
  • Covers important aspects of extending the binary support vector machine to speech and speaker recognition applications
  • Discusses large margin and kernel method algorithms for sequence prediction required for acoustic modeling
  • Reviews past and present work on discriminative training of language models, and describes different large margin algorithms for the application of part-of-speech tagging
  • Surveys recent work on the use of kernel approaches to text-independent speaker verification, and introduces the main concepts and algorithms
  • Surveys recent work on kernel approaches to learning a similarity matrix from data

This book will be of interest to researchers, practitioners, engineers, and scientists in speech processing and machine learning fields.

Table of contents

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  1. Part I: Foundations

  2. Part II: Acoustic Modeling

    1. Chapter 4

      A Large Margin Algorithm for Forced Alignment (pages 51–68)

      Joseph Keshet, Shai Shalev-Shwartz, Yoram Singer and Dan Chazan

  3. Part III: Language Modeling

  4. Part IV: Applications

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