Statistical Methods for Speech Recognition

出版者:A Bradford Book

作者:Frederick Jelinek

页数:305

出版时间:1998-1-16

价格:USD 65.00

装帧:Hardcover

isbn号码:9780262100663

图书标签:NLP人工智能计算机科学贾里尼克算法机器学习数据处理语音

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.