Exploring The Benefits Of Discretization Of Acoustic Features For Speech Emotion Recognition

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Emotion Recognition

Author : Amit Konar
Publisher : John Wiley & Sons
ISBN 13 : 1118130669
Total Pages : 580 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis Emotion Recognition by : Amit Konar

Download or read book Emotion Recognition written by Amit Konar and published by John Wiley & Sons. This book was released on 2015-01-27 with total page 580 pages. Available in PDF, EPUB and Kindle. Book excerpt: A timely book containing foundations and current research directions on emotion recognition by facial expression, voice, gesture and biopotential signals This book provides a comprehensive examination of the research methodology of different modalities of emotion recognition. Key topics of discussion include facial expression, voice and biopotential signal-based emotion recognition. Special emphasis is given to feature selection, feature reduction, classifier design and multi-modal fusion to improve performance of emotion-classifiers. Written by several experts, the book includes several tools and techniques, including dynamic Bayesian networks, neural nets, hidden Markov model, rough sets, type-2 fuzzy sets, support vector machines and their applications in emotion recognition by different modalities. The book ends with a discussion on emotion recognition in automotive fields to determine stress and anger of the drivers, responsible for degradation of their performance and driving-ability. There is an increasing demand of emotion recognition in diverse fields, including psycho-therapy, bio-medicine and security in government, public and private agencies. The importance of emotion recognition has been given priority by industries including Hewlett Packard in the design and development of the next generation human-computer interface (HCI) systems. Emotion Recognition: A Pattern Analysis Approach would be of great interest to researchers, graduate students and practitioners, as the book Offers both foundations and advances on emotion recognition in a single volume Provides a thorough and insightful introduction to the subject by utilizing computational tools of diverse domains Inspires young researchers to prepare themselves for their own research Demonstrates direction of future research through new technologies, such as Microsoft Kinect, EEG systems etc.

The Speech Chain

Author : Dr. Peter B. Denes
Publisher : Pickle Partners Publishing
ISBN 13 : 1787200779
Total Pages : 210 pages
Book Rating : 4.7/5 (872 download)

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Book Synopsis The Speech Chain by : Dr. Peter B. Denes

Download or read book The Speech Chain written by Dr. Peter B. Denes and published by Pickle Partners Publishing. This book was released on 2016-08-09 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: Originally published in 1963, The Speech Chain has been regarded as the classic, easy-to-read introduction to the fundamentals and complexities of speech communication. It provides a foundation for understanding the essential aspects of linguistics, acoustics and anatomy, and explores research and development into digital processing of speech and the use of computers for the generation of artificial speech and speech recognition. This interdisciplinary account will prove invaluable to students with little or no previous exposure to the study of language.

Automatic Classification of Emotion Related User States in Spontaneous Children's Speech

Author : Stefan Steidl
Publisher : Logos Verlag Berlin
ISBN 13 : 9783832521455
Total Pages : 0 pages
Book Rating : 4.5/5 (214 download)

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Book Synopsis Automatic Classification of Emotion Related User States in Spontaneous Children's Speech by : Stefan Steidl

Download or read book Automatic Classification of Emotion Related User States in Spontaneous Children's Speech written by Stefan Steidl and published by Logos Verlag Berlin. This book was released on 2009 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The recognition of the user's emotion-related state is one important step in making human-machine communication more natural. In this work, the focus is set on mono-modal systems with speech as only input channel. Current research has to shift from emotion portrayals to those states that actually appear in application-oriented scenarios. These states are mainly weak emotion-related states and mixtures of different states. The presented FAU Aibo Emotion Corpus is a major contribution in this area. It is a corpus of spontaneous, emotionally colored speech of children at the age of 10 to 13 years interacting with the Sony robot Aibo. 11 emotion-related states are labeled on the word level. Experiments are conducted on three subsets of the corpus on the word, the turn, and the intermediate chunk level. Best results have been obtained on the chunk level where a classwise averaged recognition rate of almost 70\% for the 4-class problem 'Anger', 'Emphatic', 'Neutral', and 'Motherese' has been achieved. Applying the proposed entropy based measure for the evaluation of decoders, the performance of the machine classifier on the word level is even slightly better than the one of the average human labeler. The presented set of features covers both acoustic and linguistic features. The linguistic features perform slightly worse than the acoustic features. An improvement can be achieved by combining both knowledge sources. The acoustic features are categorized into prosodic, spectral, and voice quality features. The energy and duration based prosodic features and the spectral MFCC features are the most relevant acoustic features in this scenario. Unigram models and bag-of-words features are the most relevant linguistic features.

Speech and Computer

Author : Albert Ali Salah
Publisher : Springer
ISBN 13 : 3030260615
Total Pages : 593 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Speech and Computer by : Albert Ali Salah

Download or read book Speech and Computer written by Albert Ali Salah and published by Springer. This book was released on 2019-08-09 with total page 593 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 21st International Conference on Speech and Computer, SPECOM 2019, held in Istanbul, Turkey, in August 2019. The 57 papers presented were carefully reviewed and selected from 86 submissions. The papers present current research in the area of computer speech processing including audio signal processing, automatic speech recognition, speaker recognition, computational paralinguistics, speech synthesis, sign language and multimodal processing, and speech and language resources.

Music Emotion Recognition

Author : Yi-Hsuan Yang
Publisher : CRC Press
ISBN 13 : 143985047X
Total Pages : 251 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Music Emotion Recognition by : Yi-Hsuan Yang

Download or read book Music Emotion Recognition written by Yi-Hsuan Yang and published by CRC Press. This book was released on 2011-02-22 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: Providing a complete review of existing work in music emotion developed in psychology and engineering, Music Emotion Recognition explains how to account for the subjective nature of emotion perception in the development of automatic music emotion recognition (MER) systems. Among the first publications dedicated to automatic MER, it begins with

Applied Speech and Audio Processing

Author : Ian McLoughlin
Publisher : Cambridge University Press
ISBN 13 : 0521519543
Total Pages : 217 pages
Book Rating : 4.5/5 (215 download)

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Book Synopsis Applied Speech and Audio Processing by : Ian McLoughlin

Download or read book Applied Speech and Audio Processing written by Ian McLoughlin and published by Cambridge University Press. This book was released on 2009-02-19 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: This hands-on, one-stop resource describes the key techniques of speech and audio processing illustrated with extensive MATLAB examples.

Calm the Crying

Author : Priscilla Dunstan
Publisher : Penguin
ISBN 13 : 1101597933
Total Pages : 187 pages
Book Rating : 4.1/5 (15 download)

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Book Synopsis Calm the Crying by : Priscilla Dunstan

Download or read book Calm the Crying written by Priscilla Dunstan and published by Penguin. This book was released on 2012-10-02 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: One of the world’s foremost parenting experts offers a revolutionary guide for translating a crying baby’s urgent messages. Like many new parents, Priscilla Dunstan was at her wit’s end trying to ease the crying of her colicky infant son. Then she made a startling discovery: His sounds varied according to his needs, and she could decipher their meaning by tracking the sound as a physical reflex. Unlike learned languages, Dunstan soon realized, every newborn from birth to three months possesses a natural, reflexive communication system for signaling hunger, tiredness, the need to burp, lower gas, and general discomfort. Thirteen years of research culminated in the Dunstan Baby Language, now made available to all caregivers in Calm the Crying. Helping readers learn to recognize and respond to exactly what their baby needs, Dunstan’s remarkable program covers ten sounds in total that can be identified and used to calm a baby. Brimming with diagrams and photographs, Calm the Crying reduces the frustration of wasted time spent addressing the wrong needs. A baby’s cries are a powerful form of communication—now made even more powerful because the message can be understood loud and clear.

Intelligent Audio Analysis

Author : Björn W. Schuller
Publisher : Springer Science & Business Media
ISBN 13 : 3642368069
Total Pages : 358 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Intelligent Audio Analysis by : Björn W. Schuller

Download or read book Intelligent Audio Analysis written by Björn W. Schuller and published by Springer Science & Business Media. This book was released on 2014-07-08 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides the reader with the knowledge necessary for comprehension of the field of Intelligent Audio Analysis. It firstly introduces standard methods and discusses the typical Intelligent Audio Analysis chain going from audio data to audio features to audio recognition. Further, an introduction to audio source separation, and enhancement and robustness are given. After the introductory parts, the book shows several applications for the three types of audio: speech, music, and general sound. Each task is shortly introduced, followed by a description of the specific data and methods applied, experiments and results, and a conclusion for this specific task. The books provides benchmark results and standardized test-beds for a broader range of audio analysis tasks. The main focus thereby lies on the parallel advancement of realism in audio analysis, as too often today’s results are overly optimistic owing to idealized testing conditions, and it serves to stimulate synergies arising from transfer of methods and leads to a holistic audio analysis.

Concepts and Real-Time Applications of Deep Learning

Author : Smriti Srivastava
Publisher : Springer Nature
ISBN 13 : 3030761673
Total Pages : 212 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Concepts and Real-Time Applications of Deep Learning by : Smriti Srivastava

Download or read book Concepts and Real-Time Applications of Deep Learning written by Smriti Srivastava and published by Springer Nature. This book was released on 2021-09-23 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides readers with a comprehensive and recent exposition in deep learning and its multidisciplinary applications, with a concentration on advances of deep learning architectures. The book discusses various artificial intelligence (AI) techniques based on deep learning architecture with applications in natural language processing, semantic knowledge, forecasting and many more. The authors shed light on various applications that can benefit from the use of deep learning in pattern recognition, person re-identification in surveillance videos, action recognition in videos, image and video captioning. The book also highlights how deep learning concepts can be interwoven with more modern concepts to yield applications in multidisciplinary fields. Presents a comprehensive look at deep learning and its multidisciplinary applications, concentrating on advances of deep learning architectures; Includes a survey of deep learning problems and solutions, identifying the main open issues, innovations and latest technologies; Shows industrial deep learning in practice with examples/cases, efforts, challenges, and strategic approaches.

Advances in Signal Processing and Intelligent Recognition Systems

Author : Sabu M. Thampi
Publisher : Springer Nature
ISBN 13 : 9811548285
Total Pages : 414 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Advances in Signal Processing and Intelligent Recognition Systems by : Sabu M. Thampi

Download or read book Advances in Signal Processing and Intelligent Recognition Systems written by Sabu M. Thampi and published by Springer Nature. This book was released on 2020-04-30 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 5th International Symposium on Advances in Signal Processing and Intelligent Recognition Systems, SIRS 2019, held in Trivandrum, India, in December 2019. The 19 revised full papers and 8 revised short papers presented were carefully reviewed and selected from 63 submissions. The papers cover wide research fields including information retrieval, human-computer interaction (HCI), information extraction, speech recognition.

Fundamentals of Speaker Recognition

Author : Homayoon Beigi
Publisher : Springer Science & Business Media
ISBN 13 : 0387775927
Total Pages : 984 pages
Book Rating : 4.3/5 (877 download)

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Book Synopsis Fundamentals of Speaker Recognition by : Homayoon Beigi

Download or read book Fundamentals of Speaker Recognition written by Homayoon Beigi and published by Springer Science & Business Media. This book was released on 2011-12-09 with total page 984 pages. Available in PDF, EPUB and Kindle. Book excerpt: An emerging technology, Speaker Recognition is becoming well-known for providing voice authentication over the telephone for helpdesks, call centres and other enterprise businesses for business process automation. "Fundamentals of Speaker Recognition" introduces Speaker Identification, Speaker Verification, Speaker (Audio Event) Classification, Speaker Detection, Speaker Tracking and more. The technical problems are rigorously defined, and a complete picture is made of the relevance of the discussed algorithms and their usage in building a comprehensive Speaker Recognition System. Designed as a textbook with examples and exercises at the end of each chapter, "Fundamentals of Speaker Recognition" is suitable for advanced-level students in computer science and engineering, concentrating on biometrics, speech recognition, pattern recognition, signal processing and, specifically, speaker recognition. It is also a valuable reference for developers of commercial technology and for speech scientists. Please click on the link under "Additional Information" to view supplemental information including the Table of Contents and Index.

Language, Music, and the Brain

Author : Michael A. Arbib
Publisher : MIT Press
ISBN 13 : 0262018101
Total Pages : 677 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Language, Music, and the Brain by : Michael A. Arbib

Download or read book Language, Music, and the Brain written by Michael A. Arbib and published by MIT Press. This book was released on 2013-06-28 with total page 677 pages. Available in PDF, EPUB and Kindle. Book excerpt: A presentation of music and language within an integrative, embodied perspective of brain mechanisms for action, emotion, and social coordination. This book explores the relationships between language, music, and the brain by pursuing four key themes and the crosstalk among them: song and dance as a bridge between music and language; multiple levels of structure from brain to behavior to culture; the semantics of internal and external worlds and the role of emotion; and the evolution and development of language. The book offers specially commissioned expositions of current research accessible both to experts across disciplines and to non-experts. These chapters provide the background for reports by groups of specialists that chart current controversies and future directions of research on each theme. The book looks beyond mere auditory experience, probing the embodiment that links speech to gesture and music to dance. The study of the brains of monkeys and songbirds illuminates hypotheses on the evolution of brain mechanisms that support music and language, while the study of infants calibrates the developmental timetable of their capacities. The result is a unique book that will interest any reader seeking to learn more about language or music and will appeal especially to readers intrigued by the relationships of language and music with each other and with the brain. Contributors Francisco Aboitiz, Michael A. Arbib, Annabel J. Cohen, Ian Cross, Peter Ford Dominey, W. Tecumseh Fitch, Leonardo Fogassi, Jonathan Fritz, Thomas Fritz, Peter Hagoort, John Halle, Henkjan Honing, Atsushi Iriki, Petr Janata, Erich Jarvis, Stefan Koelsch, Gina Kuperberg, D. Robert Ladd, Fred Lerdahl, Stephen C. Levinson, Jerome Lewis, Katja Liebal, Jônatas Manzolli, Bjorn Merker, Lawrence M. Parsons, Aniruddh D. Patel, Isabelle Peretz, David Poeppel, Josef P. Rauschecker, Nikki Rickard, Klaus Scherer, Gottfried Schlaug, Uwe Seifert, Mark Steedman, Dietrich Stout, Francesca Stregapede, Sharon Thompson-Schill, Laurel Trainor, Sandra E. Trehub, Paul Verschure

Mathematical Models for Speech Technology

Author : Stephen Levinson
Publisher : John Wiley & Sons
ISBN 13 : 9780470844076
Total Pages : 286 pages
Book Rating : 4.8/5 (44 download)

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Book Synopsis Mathematical Models for Speech Technology by : Stephen Levinson

Download or read book Mathematical Models for Speech Technology written by Stephen Levinson and published by John Wiley & Sons. This book was released on 2005-03-04 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Affective Computing and Sentiment Analysis

Author : Khurshid Ahmad
Publisher : Springer Science & Business Media
ISBN 13 : 9400717571
Total Pages : 158 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Affective Computing and Sentiment Analysis by : Khurshid Ahmad

Download or read book Affective Computing and Sentiment Analysis written by Khurshid Ahmad and published by Springer Science & Business Media. This book was released on 2011-08-24 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume maps the watershed areas between two 'holy grails' of computer science: the identification and interpretation of affect – including sentiment and mood. The expression of sentiment and mood involves the use of metaphors, especially in emotive situations. Affect computing is rooted in hermeneutics, philosophy, political science and sociology, and is now a key area of research in computer science. The 24/7 news sites and blogs facilitate the expression and shaping of opinion locally and globally. Sentiment analysis, based on text and data mining, is being used in the looking at news and blogs for purposes as diverse as: brand management, film reviews, financial market analysis and prediction, homeland security. There are systems that learn how sentiments are articulated. This work draws on, and informs, research in fields as varied as artificial intelligence, especially reasoning and machine learning, corpus-based information extraction, linguistics, and psychology.

Sound and Music Computing

Author : Tapio Lokki
Publisher : MDPI
ISBN 13 : 3038429074
Total Pages : 621 pages
Book Rating : 4.0/5 (384 download)

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Book Synopsis Sound and Music Computing by : Tapio Lokki

Download or read book Sound and Music Computing written by Tapio Lokki and published by MDPI. This book was released on 2018-06-26 with total page 621 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a printed edition of the Special Issue "Sound and Music Computing" that was published in Applied Sciences

The Syntax of Silence

Author : Jason Merchant
Publisher :
ISBN 13 : 9780199243730
Total Pages : 288 pages
Book Rating : 4.2/5 (437 download)

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Book Synopsis The Syntax of Silence by : Jason Merchant

Download or read book The Syntax of Silence written by Jason Merchant and published by . This book was released on 2001 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: A primary goal of contemporary theoretical linguistics is to develop a theory of the correspondence between sound (or gesture) and meaning. This sound-meaning correspondence breaks down completely in the case of ellipsis, and yet various forms of ellipsis are pervasive in natural language:words and phrases which should be in the linguistic signal go missing. How this should be possible is the focus of Jason Merchant's investigation. He focuses on the form of ellipsis known as sluicing, a common feature of interrogative clauses, such as in 'Sally's out hunting - guess what!'; and'Someone called, but I can't tell you who'. It is the most frequently found cross-linguistic form of ellipsis. Dr Merchant studies the phenomenon across twenty-four languages, and attempts to explain it in linguistic and behavioural terms.

Robust Automatic Speech Recognition

Author : Jinyu Li
Publisher : Academic Press
ISBN 13 : 0128026162
Total Pages : 308 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Robust Automatic Speech Recognition by : Jinyu Li

Download or read book Robust Automatic Speech Recognition written by Jinyu Li and published by Academic Press. This book was released on 2015-10-30 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robust Automatic Speech Recognition: A Bridge to Practical Applications establishes a solid foundation for automatic speech recognition that is robust against acoustic environmental distortion. It provides a thorough overview of classical and modern noise-and reverberation robust techniques that have been developed over the past thirty years, with an emphasis on practical methods that have been proven to be successful and which are likely to be further developed for future applications.The strengths and weaknesses of robustness-enhancing speech recognition techniques are carefully analyzed. The book covers noise-robust techniques designed for acoustic models which are based on both Gaussian mixture models and deep neural networks. In addition, a guide to selecting the best methods for practical applications is provided.The reader will: - Gain a unified, deep and systematic understanding of the state-of-the-art technologies for robust speech recognition - Learn the links and relationship between alternative technologies for robust speech recognition - Be able to use the technology analysis and categorization detailed in the book to guide future technology development - Be able to develop new noise-robust methods in the current era of deep learning for acoustic modeling in speech recognition - The first book that provides a comprehensive review on noise and reverberation robust speech recognition methods in the era of deep neural networks - Connects robust speech recognition techniques to machine learning paradigms with rigorous mathematical treatment - Provides elegant and structural ways to categorize and analyze noise-robust speech recognition techniques - Written by leading researchers who have been actively working on the subject matter in both industrial and academic organizations for many years