Mathematical Models For Speech Technology

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Mathematical Models For Speech Technology

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Author : Stephen Levinson
language : en
Publisher: John Wiley & Sons
Release Date : 2005-05-13

Mathematical Models For Speech Technology written by Stephen Levinson and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-05-13 with Technology & Engineering categories.

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 Modeling And Signal Processing In Speech And Hearing Sciences

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Author : Jack Xin
language : en
Publisher: Springer Science & Business Media
Release Date : 2014-04-14

Mathematical Modeling And Signal Processing In Speech And Hearing Sciences written by Jack Xin and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-04-14 with Mathematics categories.

The aim of the book is to give an accessible introduction of mathematical models and signal processing methods in speech and hearing sciences for senior undergraduate and beginning graduate students with basic knowledge of linear algebra, differential equations, numerical analysis, and probability. Speech and hearing sciences are fundamental to numerous technological advances of the digital world in the past decade, from music compression in MP3 to digital hearing aids, from network based voice enabled services to speech interaction with mobile phones. Mathematics and computation are intimately related to these leaps and bounds. On the other hand, speech and hearing are strongly interdisciplinary areas where dissimilar scientific and engineering publications and approaches often coexist and make it difficult for newcomers to enter.

Mathematical Modelling

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Author : Seppo Pohjolainen
language : en
Publisher: Springer
Release Date : 2016-07-14

Mathematical Modelling written by Seppo Pohjolainen and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-07-14 with Mathematics categories.

This book provides a thorough introduction to the challenge of applying mathematics in real-world scenarios. Modelling tasks rarely involve well-defined categories, and they often require multidisciplinary input from mathematics, physics, computer sciences, or engineering. In keeping with this spirit of modelling, the book includes a wealth of cross-references between the chapters and frequently points to the real-world context. The book combines classical approaches to modelling with novel areas such as soft computing methods, inverse problems, and model uncertainty. Attention is also paid to the interaction between models, data and the use of mathematical software. The reader will find a broad selection of theoretical tools for practicing industrial mathematics, including the analysis of continuum models, probabilistic and discrete phenomena, and asymptotic and sensitivity analysis.

Automatic Speech Recognition

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Author : Dong Yu
language : en
Publisher: Springer
Release Date : 2014-11-11

Automatic Speech Recognition written by Dong Yu and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-11-11 with Technology & Engineering categories.

This book provides a comprehensive overview of the recent advancement in the field of automatic speech recognition with a focus on deep learning models including deep neural networks and many of their variants. This is the first automatic speech recognition book dedicated to the deep learning approach. In addition to the rigorous mathematical treatment of the subject, the book also presents insights and theoretical foundation of a series of highly successful deep learning models.

Speech To Text Systems And Technologies

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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-06

Speech To Text Systems And Technologies written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-06 with Computers categories.

"Speech-to-Text Systems and Technologies" "Speech-to-Text Systems and Technologies" is a comprehensive and authoritative guide that delves into the full landscape of automatic speech recognition (ASR), from its deep theoretical underpinnings to its cutting-edge applications and societal implications. The book begins by meticulously exploring the evolution of ASR, unraveling the mathematical, linguistic, and digital signal processing concepts that serve as its foundation. It highlights the intricate balance between acoustic and language modeling, and details the critical role of data—how it is collected, annotated, preprocessed, and transformed to fuel robust, scalable systems. Progressing beyond foundational principles, the text immerses the reader in advanced engineering practices and state-of-the-art modeling approaches. It shines a light on statistical and neural techniques for acoustic and language modeling, strategies for adapting to diverse speakers and environments, and the sophisticated algorithms that enable efficient decoding, search, and real-time operation. The book addresses key engineering and deployment challenges, including resource optimization, distributed training, edge deployment, and maintenance workflows that ensure ASR systems remain robust and reliable in demanding, large-scale, and mobile settings. Crucially, "Speech-to-Text Systems and Technologies" does not shy away from the broader context, tackling ethical, privacy, and societal considerations hand-in-hand with technical matters. It investigates fairness, inclusivity, adversarial resilience, and the interpretability of ASR models, providing guidelines for responsible deployment in an increasingly interconnected world. The closing chapters look to the future, exploring multimodal recognition, conversational AI, continual learning, and the unexplored frontiers and open challenges in the field. This work stands as an indispensable resource for researchers, engineers, and innovators seeking to master both the science and impact of modern speech-to-text technology.

Discrete Time Processing Of Speech Signals

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Author : John R. Deller
language : en
Publisher: Macmillan College
Release Date : 1993

Discrete Time Processing Of Speech Signals written by John R. Deller and has been published by Macmillan College this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Computers categories.

This text covers the essential aspects of modern speech processing - analysis, synthesis and coding, enhancement and quality assessment, and recognition. It provides state-of-the-art information for advanced research and development in the computer processing of speech. Review chapters cover topics such as signal processing, stochastic processes, pattern recognition and information theory.

Neural Information Processing

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Author : Nikil R. Pal
language : en
Publisher: Springer
Release Date : 2004-10-29

Neural Information Processing written by Nikil R. Pal and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004-10-29 with Computers categories.

It is our great pleasure to welcome you to the 11th International Conference on Neural Information Processing (ICONIP 2004) to be held in Calcutta. ICONIP 2004 is organized jointly by the Indian Statistical Institute (ISI) and Jadavpur University (JU). We are con?dent that ICONIP 2004, like the previous conf- ences in this series,will providea forum for fruitful interactionandthe exchange of ideas between the participants coming from all parts of the globe. ICONIP 2004 covers all major facets of computational intelligence, but, of course, with a primary emphasis on neural networks. We are sure that this meeting will be enjoyable academically and otherwise. We are thankful to the track chairs and the reviewers for extending their support in various forms to make a sound technical program. Except for a few cases, where we could get only two review reports, each submitted paper was reviewed by at least three referees, and in some cases the revised versions were againcheckedbythereferees. Wehad470submissionsanditwasnotaneasytask for us to select papers for a four-day conference. Because of the limited duration of the conference, based on the review reports we selected only about 40% of the contributed papers. Consequently, it is possible that some good papers are left out. We again express our sincere thanks to all referees for accomplishing a great job. In addition to 186 contributed papers, the proceedings includes two plenary presentations, four invited talks and 18 papers in four special sessions. The proceedings is organized into 26 coherent topical groups.

Measuring The Digital Transformation A Roadmap For The Future

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Author : OECD
language : en
Publisher: OECD Publishing
Release Date : 2019-03-11

Measuring The Digital Transformation A Roadmap For The Future written by OECD and has been published by OECD Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-03-11 with categories.

Measuring the Digital Transformation: A Roadmap for the Future provides new insights into the state of the digital transformation by mapping indicators across a range of areas – from education and innovation, to trade and economic and social outcomes – against current digital policy issues, as presented in Going Digital: Shaping Policies, Improving Lives.

Recent Trends In Image Processing And Pattern Recognition

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Author : K. C. Santosh
language : en
Publisher: Springer
Release Date : 2019-07-16

Recent Trends In Image Processing And Pattern Recognition written by K. C. Santosh and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-07-16 with Computers categories.

This three-book set constitutes the refereed proceedings of the Second International Conference on Recent Trends in Image Processing and Pattern Recognition (RTIP2R) 2018, held in Solapur, India, in December 2018. The 173 revised full papers presented were carefully reviewed and selected from 374 submissions. The papers are organized in topical sections in the tree volumes. Part I: computer vision and pattern recognition; machine learning and applications; and image processing. Part II: healthcare and medical imaging; biometrics and applications. Part III: document image analysis; image analysis in agriculture; and data mining, information retrieval and applications.

Scientific And Technical Aerospace Reports

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Author :
language : en
Publisher:
Release Date : 1995

Scientific And Technical Aerospace Reports written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Aeronautics categories.