ABSTRACT
Based on years of instruction and field expertise, this volume offers the necessary tools to understand all scientific, computational, and technological aspects of speech processing. The book emphasizes mathematical abstraction, the dynamics of the speech process, and the engineering optimization practices that promote effective problem solving in this area of research and covers many years of the authors' personal research on speech processing. Speech Processing helps build valuable analytical skills to help meet future challenges in scientific and technological advances in the field and considers the complex transition from human speech processing to computer speech processing.
TABLE OF CONTENTS
part 1|2 pages
Part I ANALYTICAL BACKGROUND AND TECHNIQUES
chapter |5 pages
f_ 00 X(w) exp(7w77T 0)&7.
chapter |1 pages
Ex(wF — 27 b T= b
chapter |3 pages
r( (
chapter 3|7 pages
2 Conditioning, Total Probability Theorem, and Bayes' Rule
chapter 3|7 pages
5 Markov Chain and Hidden Markov Sequence
chapter |14 pages
Eo k,n o[nk] + v[n]. Eon(4, 00[n
chapter 4|1 pages
4 Time-Varying Linear Dynamic System Model
chapter 4|5 pages
5 Non-Linear Dynamic System Model
chapter |20 pages
f (x*), , f(x * ) EE...E
chapter |6 pages
a? +2 E nNf oi
chapter 5|14 pages
6 Maximum Likelihood Estimation
chapter |3 pages
A = -, = E(010) = + c oan (HeO ' + c,„)--' ( 0 - Hp(?
chapter |1 pages
= (5.36) 6)(0 - 6)1
chapter |11 pages
e[n] = b[n — 1] + K[n](o[n] — hTr[n]i3[n — 1]) [7*(0 — e[n])11 8 State Estimation
chapter 6|2 pages
1 Bayes' Decision Theory
chapter 6|15 pages
2 Minimum Classification Error Criterion for Recognizer Design
part 2|2 pages
Part II FUNDAMENTALS OF SPEECH SCIENCE
chapter 8|6 pages
5 Feature Geometry — Internal Organization of Speech Sounds
part 3|2 pages
Part III COMPUTATIONAL PHONOLOGY AND PHONETICS
chapter |12 pages
Qc(1.14.0) = E p(sior, a3t3t+, t=1 E Nt Elog aso m •
chapter 10|5 pages
4 Hidden Dynamic Model Implemented Using Piece-wise Linear Approximation
chapter |1 pages
p({0,m} N1 0) FEL P(°n 1 171n , e)P(ma le)
chapter |3 pages
Q(Ole) = E E foogp(zgi.) + Epog p(xz fin ;:_ifin) +
chapter |5 pages
a Qx = \--, KnRma ,
chapter L|4 pages
P(stist_i)=HP(.014"i). p(sio=71.41)1=i)=.T.
chapter |2 pages
E wi, • 6 Summary
chapter |31 pages
_ 1/2+1 - 2Yi +Y_1 d2 ,Tx7
part 4|2 pages
Part IV SPEECH TECHNOLOGY IN SELECTED AREAS