Free PDF Speech Recognition Algorithms Using Weighted Finite-State Transducers (Synthesis Lectures on Speech and Audio Processing)
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Speech Recognition Algorithms Using Weighted Finite-State Transducers (Synthesis Lectures on Speech and Audio Processing)
Free PDF Speech Recognition Algorithms Using Weighted Finite-State Transducers (Synthesis Lectures on Speech and Audio Processing)
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This book introduces the theory, algorithms, and implementation techniques for efficient decoding in speech recognition mainly focusing on the Weighted Finite-State Transducer (WFST) approach. The decoding process for speech recognition is viewed as a search problem whose goal is to find a sequence of words that best matches an input speech signal. Since this process becomes computationally more expensive as the system vocabulary size increases, research has long been devoted to reducing the computational cost. Recently, the WFST approach has become an important state-of-the-art speech recognition technology, because it offers improved decoding speed with fewer recognition errors compared with conventional methods. However, it is not easy to understand all the algorithms used in this framework, and they are still in a black box for many people. In this book, we review the WFST approach and aim to provide comprehensive interpretations of WFST operations and decoding algorithms to help anyone who wants to understand, develop, and study WFST-based speech recognizers. We also mention recent advances in this framework and its applications to spoken language processing. Table of Contents: Introduction / Brief Overview of Speech Recognition / Introduction to Weighted Finite-State Transducers / Speech Recognition by Weighted Finite-State Transducers / Dynamic Decoders with On-the-fly WFST Operations / Summary and Perspective
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Product details
Series: Synthesis Lectures on Speech and Audio Processing (Book 10)
Paperback: 162 pages
Publisher: Morgan & Claypool Publishers; 1 edition (January 16, 2013)
Language: English
ISBN-10: 1608454738
ISBN-13: 978-1608454730
Product Dimensions:
7.5 x 0.4 x 9.2 inches
Shipping Weight: 13.3 ounces (View shipping rates and policies)
Average Customer Review:
2.0 out of 5 stars
1 customer review
Amazon Best Sellers Rank:
#3,178,038 in Books (See Top 100 in Books)
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