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Mathematical Models for Speech Technology SE Levinson

Mathematical Models for Speech Technology By SE Levinson

Mathematical Models for Speech Technology by SE Levinson


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Summary

Presents the motivations for, intuitions behind, and basic mathematical models of natural spoken language communication. This book offers an overview of various aspects of the problem from the physics of speech production through the hierarchy of linguistic structure and ending with some observations on language and mind.

Mathematical Models for Speech Technology Summary

Mathematical Models for Speech Technology by SE Levinson

Mathematical Models of Spoken Language presents the motivations for, intuitions behind, and basic mathematical models of natural spoken language communication. A comprehensive overview is given of all aspects of the problem from the physics of speech production through the hierarchy of linguistic structure and ending with some observations on language and mind. The author comprehensively explores the argument that these modern technologies are actually the most extensive compilations of linguistic knowledge available. Throughout the book, the emphasis is on placing all the material in a mathematically coherent and computationally tractable framework that captures linguistic structure.It presents material that appears nowhere else and gives a unification of formalisms and perspectives used by linguists and engineers. Its unique features include a coherent nomenclature that emphasizes the deep connections amongst the diverse mathematical models and explores the methods by means of which they capture linguistic structure. This contrasts with some of the superficial similarities described in the existing literature; the historical background and origins of the theories and models; the connections to related disciplines, e.g. artificial intelligence, automata theory and information theory; an elucidation of the current debates and their intellectual origins; many important little-known results and some original proofs of fundamental results, e.g. a geometric interpretation of parameter estimation techniques for stochastic models and finally the author's own unique perspectives on the future of this discipline.There is a vast literature on Speech Recognition and Synthesis however, this book is unlike any other in the field. Although it appears to be a rapidly advancing field, the fundamentals have not changed in decades. Most of the results are presented in journals from which it is difficult to integrate and evaluate all of these recent ideas. Some of the fundamentals have been collected into textbooks, which give detailed descriptions of the techniques but no motivation or perspective. The linguistic texts are mostly descriptive and pictorial, lacking the mathematical and computational aspects. This book strikes a useful balance by covering a wide range of ideas in a common framework. It provides all the basic algorithms and computational techniques and an analysis and perspective, which allows one to intelligently read the latest literature and understand state-of-the-art techniques as they evolve.

Mathematical Models for Speech Technology Reviews

...a succinct presentation of the most important mathematical technology of speech technology and the author's ideas for overcoming the limitations of these techniques... (Mathematical Reviews, 2005j)

About SE Levinson

Stephen Levinson is the author of Mathematical Models for Speech Technology, published by Wiley.

Table of Contents

Author's preface.1 Introduction2 Preliminaries2.1 The physics of speech production2.2 The source-filter model2.3 Information-bearing features of the speech signal2.4 Time-frequency representations2.5 Classifications of acoustic patterns in speech2.6 Temporal invariance and stationarity2.7 Taxonomy of linguistic structure3 Mathematical models of linguistic structure3.1 Probabilistic functions of a discrete Markov process3.2 Formal grammars and abstract automata4 Syntactic analysis4.1 Deterministic parsing algorithms4.2 Probabilistic parsing algorithms4.3 Parsing natural language5 Grammatical inference5.1 Exact inference and Gold's theorem5.2 Baum's algorithm for regular grammars5.3 Event counting in parse trees5.4 Baker's algorithm for context-free grammars6 Information-theoretic analysis of speech communication6.1 The Miller et al. experiments6.2 Entropy of an information source6.3 Recognition error rates and entropy7 Automatic speech recognition and constructive theories of language7.1 Integrated architectures7.2 Modular architectures7.3 Parameter estimation from fluent speech7.4 System performance7.5 Other speech technologies8 Automatic speech understanding and semantics8.1 Transcription and comprehension8.2 Limited domain semantics8.3 The semantics of natural language8.4 System architectures8.5 Human and machine performance9 Theories of mind and language9.1 The challenge of automatic natural language understanding9.2 Metaphors for mind9.3 The artificial intelligence program10 A speculation on the prospects for a science of the mind10.1 The parable of the thermos bottle: measurements and symbols10.2 The four questions of science10.3 A constructive theory of the mind10.4 The problem of consciousness10.5 The role of sensorimotor function, associative memory and reinforcement learning in automatic acquisition of spoken language by an autonomous robot10.6 Final thoughts: predicting the course of discovery

Additional information

GOR012883650
9780470844076
0470844078
Mathematical Models for Speech Technology by SE Levinson
Used - Good
Hardback
John Wiley and Sons Ltd
20050127
282
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in good condition, but if you are not entirely satisfied please get in touch with us

Customer Reviews - Mathematical Models for Speech Technology