Emotion Recognition using Speech Features

Author:   K. Sreenivasa Rao ,  Shashidhar G. Koolagudi
Publisher:   Springer-Verlag New York Inc.
Edition:   2013 ed.
ISBN:  

9781461451426


Pages:   124
Publication Date:   07 November 2012
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Emotion Recognition using Speech Features


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Overview

“Emotion Recognition Using Speech Features” provides coverage of emotion-specific features present in speech. The author also discusses suitable 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. In this Brief, 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 exploiting multiple evidences derived from various features and models. The acquired emotion-specific knowledge is useful for synthesizing emotions. Features includes discussion of: • Global and local prosodic features at syllable, word and phrase levels, helpful for capturing emotion-discriminative information; • Exploiting complementary evidences obtained from excitation sources, vocal tract systems and prosodic features in order to enhance the emotion recognition performance; • Proposed multi-stage and hybrid models for improving the emotion recognition performance. This brief is for researchers working in areas related to speech-based products such as mobile phone manufacturing companies, automobile companies, and entertainment products as well as researchers involved in basic and applied speech processing research.

Full Product Details

Author:   K. Sreenivasa Rao ,  Shashidhar G. Koolagudi
Publisher:   Springer-Verlag New York Inc.
Imprint:   Springer-Verlag New York Inc.
Edition:   2013 ed.
Dimensions:   Width: 15.50cm , Height: 1.00cm , Length: 23.50cm
Weight:   2.175kg
ISBN:  

9781461451426


ISBN 10:   1461451426
Pages:   124
Publication Date:   07 November 2012
Audience:   College/higher education ,  Postgraduate, Research & Scholarly
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- 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.- Linear Prediction Analysis of Speech.- MFCC Features.- Gaussian Mixture Model (GMM)

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Author Information

K. Sreenivasa Rao is at the Indian Institute of Technology, Kharagpur, India. Shashidhar G, Koolagudi is at the Graphic Era University, Dehradun, India.

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