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Statistical methods for speech recognition

Author: Frederick Jelinek
Publisher: Cambridge, Mass. : MIT Press, 1998, ©1997.
Series: Language, speech, and communication.
Edition/Format:   Print book : EnglishView all editions and formats
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Focusing on the statistical techniques that underly speech recognition, the author's goal is to present these principles clearly in the simplest setting, to show the advantages of self-organization  Read more...

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Document Type: Book
All Authors / Contributors: Frederick Jelinek
ISBN: 0262100665 9780262100663
OCLC Number: 301045468
Description: xxi, 283 p. : illustrations.
Contents: The speech recognition problem; hidden Markov models; the acoustic model; basic language modelling; the Viterbi search; hypothesis search on a tree 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 from mappings; triphones and allophones; maximum entropy probability estimation and language models; three applications of maximum entropy estimation to language modelling; estimation of probabilities from counts and the Back-Off method.
Series Title: Language, speech, and communication.
Responsibility: Frederick Jelinek.
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"For the first time, researchers in this field will have a bookthat will serve as the bible' for many aspects of language andspeech processing. Frankly, I can't imagine a person working in thisfield Read more...

 
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