Statistical Methods for Speech Recognition (Language, Speech, and Communication)

Jelinek, Frederick

ISBN 10: 0262546604 / ISBN 13: 9780262546607

Editore: MIT Press, 2022

In. Codice articolo ria9780262546607_new

Riassunto:

This book reflects decades of important research on the mathematical foundations of speech recognition. It focuses on underlying statistical techniques such as hidden Markov models, decision trees, the expectation-maximization algorithm, information theoretic goodness criteria, maximum entropy probability estimation, parameter and data clustering, and smoothing of probability distributions. The author's goal is to present these principles clearly in the simplest setting, to show the advantages of self-organization from real data, and to enable the reader to apply the techniques.

Bradford Books imprint

Informazioni sull?autore: Frederick Jelinek is Julian Sinclair Smith Professor in the Department of Electrical and Computer Engineering at Johns Hopkins University, where he is also Director for the Center for Language and Speech Processing.

Dati bibliografici

Titolo: Statistical Methods for Speech Recognition (...
Casa editrice: MIT Press
Data di pubblicazione: 2022
Legatura: Brossura
Condizione: New