Dynamic speech models theory, algorithms, and applications /

Speech dynamics refer to the temporal characteristics in all stages of the human speech communication process. This speech starts with the formation of a linguistic message in a speaker's brain and ends with the arrival of the message in a listener's brain. Given the intricacy of the dynam...

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Bibliographic Details
Main Author: Deng, Li, 1958-
Format: Electronic
Language:English
Published: San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) : Morgan & Claypool Publishers, c2006.
Edition:1st ed.
Series:Synthesis lectures on speech and audio processing (Online), #2.
Subjects:
Online Access:View fulltext via EzAccess
Table of Contents:
  • What are speech dynamics?
  • What are models of speech dynamics?
  • Why modeling speech dynamics?
  • Outline of the book
  • A general modeling and computational framework
  • Background and literature review
  • Model design philosophy and overview
  • Model components and the computational framework
  • Modeling : from acoustic dynamics to hidden dynamics
  • Statistical models for acoustic speech dynamics
  • Statistical models for hidden speech dynamics
  • Models with discrete-valued hidden speech dynamics
  • Basic model with discretized hidden dynamics
  • Extension of the basic model
  • Application to automatic tracking of hidden dynamics
  • Models with continuous-valued hidden speech trajectories
  • Overview of the hidden trajectory model
  • Understanding model behavior by computer simulation
  • Parameter estimation
  • Application to phonetic recognition.