Description |
1 online resource |
Series |
SpringerBriefs in electrical and computer engineering, Springerbriefs in speech technology, 2191-8112 |
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SpringerBriefs in electrical and computer engineering. Speech technology
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Contents |
Speech Emotion Recognition: A Review -- Emotion Recognition Using Excitation Source Information -- Emotion Recognition Using Vocal Tract Information -- Emotion Recognition Using Prosodic Information -- Summary and Conclusions |
Summary |
"Emotion Recognition Using Speech Features" covers emotion-specific features present in speech anddiscussion ofsuitable models for capturing emotion-specific information for distinguishing different emotions. The content of this book is important for designing and developing natural and sophisticated speech systems. Drs. Rao and Koolagudi lead a discussion of how emotion-specific information is embedded in speech and how to acquire emotion-specific knowledge using appropriate statistical models. Additionally, the authors provide information about using evidence derived from various features and models. The acquired emotion-specific knowledge is useful for synthesizing emotions. Discussionincludesglobal and local prosodic features at syllable, word and phrase levels, helpful for capturing emotion-discriminative information; use of complementary evidences obtained from excitation sources, vocal tract systems and prosodic features in order to enhance the emotion recognition performance; and proposed multi-stage and hybrid models for improving the emotion recognition performance |
Analysis |
Engineering |
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Computer science |
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Computational linguistics |
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Signal, Image and Speech Processing |
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User Interfaces and Human Computer Interaction |
Bibliography |
Includes bibliographical references |
Notes |
English |
Subject |
Automatic speech recognition.
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Computational linguistics.
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Emotions -- Data processing
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computational linguistics.
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COMPUTERS -- Optical Data Processing.
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Ingénierie.
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Automatic speech recognition
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Computational linguistics
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Emotions -- Data processing
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Form |
Electronic book
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Author |
Koolagudi, Shashidhar G
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ISBN |
9781461451433 |
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1461451434 |
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1461451426 |
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9781461451426 |
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