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© 2015

Acoustic Modeling for Emotion Recognition

Book

Part of the SpringerBriefs in Electrical and Computer Engineering book series

Also part of the SpringerBriefs in Speech Technology book sub series (BRIEFSSPEECHTECH)

Table of contents

  1. Front Matter
    Pages i-vii
  2. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 1-6
  3. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 7-15
  4. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 17-26
  5. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 27-32
  6. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 33-35
  7. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 37-54
  8. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 55-60
  9. Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati
    Pages 61-62
  10. Back Matter
    Pages 63-66

About this book

Introduction

This book presents state of art research in speech emotion recognition. Readers are first presented with basic research and applications – gradually more advance information is provided, giving readers comprehensive guidance for classify emotions through speech. Simulated databases are used and results extensively compared, with the features and the algorithms implemented using MATLAB. Various emotion recognition models like Linear Discriminant Analysis (LDA), Regularized Discriminant Analysis (RDA), Support Vector Machines (SVM) and K-Nearest neighbor (KNN) and are explored in detail using prosody and spectral features, and feature fusion techniques.

Keywords

Classifying Emotions in Speech Emotion Recognition in Speech Feature Fusion Techniques K-Nearest neighbor Linear Discriminant Analysis Receiver Operating Characteristic Regularized Discriminant Analysis Speech Signal Processing Support Vector Machines

Authors and affiliations

  1. 1.Dept of Computer Science and EngineeringVelagapudi Ramakrishna Siddhartha Engineering College, VijayawadaVijayawadaIndia
  2. 2.RamaKrishna PuramVijayawadaIndia
  3. 3.Dept of Computer Science and EngineeringVelagapudi Ramakrishna Siddhartha Velagapudi Ramakrishna SiddharthaVijayawadaIndia

Bibliographic information

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Reviews

“The aim of this book is to bring out various features through speech processing, and use them in an acoustic model to recognize the emotion conveyed by the person. … the monogram looks concise and interesting and should be of interest to postgraduates and researchers in speech processing.” (Soubhik Chakraborty, Computing Reviews, April, 2016)