Statistical Methods for Speech Recognition

Name: Statistical Methods for Speech Recognition
Price: 20.1 USD
Availability: InStock
ISBN: 9780262100663

ISBN-10: 0262100665

ISBN-13: 9780262100663

Edition: 1998

Authors: Frederick Jelinek

List price: $65.00

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Description:

Reflecting decades of important research on the mathematical foundations of speech recognition, this book focuses on underlying statistical techniques such as hidden Markov models, decision trees and parameter and data clustering.

Book details

List price: $65.00
Copyright year: 1998
Publisher: MIT Press
Publication date: 1/15/1998
Binding: Hardcover
Pages: 305
Size: 6.25" wide x 9.25" long x 0.88" tall
Weight: 1.584
Language: English



Preface



The Speech Recognition Problem



Hidden Markov Models



The Acoustic Model



Basic Language Modeling



The Viterbi Search



Hypothesis Search on a Three and the Fast Match



Elements of Information Theory



The Complexity of Tasks - The Quality of Language Models



The Expectation-Maximization Algorithm and its Consequences



Decision Trees and Tree Language Models



Phonetics from Orthography: Spelling-to-Base Form Mappings



Triphones and Allophones



Maximum Entropy Probability Estimation and Language Models



Three Applications of Maximum Entropy Estimation to Language Modeling



Estimation of Probabilities from Counts and the Back-Off Method


Name Index


Subject Index