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Statistical Methods for Speech Recognition Book

Statistical Methods for Speech Recognition
Statistical Methods for Speech Recognition, 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 theore, Statistical Methods for Speech Recognition has a rating of 4.5 stars
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Statistical Methods for Speech Recognition, 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 theore, Statistical Methods for Speech Recognition
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  • Statistical Methods for Speech Recognition
  • Written by author Frederick Jelinek
  • Published by MIT Press, January 1998
  • 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 theore
  • 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 theor
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Preface
Ch. 1The Speech Recognition Problem1
Ch. 2Hidden Markov Models15
Ch. 3The Acoustic Model39
Ch. 4Basic Language Modeling57
Ch. 5The Viterbi Search79
Ch. 6Hypothesis Search on a Three and the Fast Match93
Ch. 7Elements of Information Theory113
Ch. 8The Complexity of Tasks - The Quality of Language Models137
Ch. 9The Expectation-Maximization Algorithm and its Consequences147
Ch. 10Decision Trees and Tree Language Models165
Ch. 11Phonetics from Orthography: Spelling-to-Base Form Mappings197
Ch. 12Triphones and Allophones207
Ch. 13Maximum Entropy Probability Estimation and Language Models219
Ch. 14Three Applications of Maximum Entropy Estimation to Language Modeling245
Ch. 15Estimation of Probabilities from Counts and the Back-Off Method257
Name Index275
Subject Index279


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Statistical Methods for Speech Recognition, 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 theore, Statistical Methods for Speech Recognition

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Statistical Methods for Speech Recognition, 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 theore, Statistical Methods for Speech Recognition

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Statistical Methods for Speech Recognition, 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 theore, Statistical Methods for Speech Recognition

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