Statistical Methods for Speech Recognition (BOK)

Frederick Jelinek

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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.


Språk Engelsk Engelsk Innbinding Innbundet
Utgitt 1998 Forfatter Frederick Jelinek
MIT University Press Group Ltd
ISBN 9780262100663
Antall sider 305 Dimensjoner 17,5cm x 23,4cm x 2,2cm
Vekt 564 gram Emner og form Probability & statistics