Acoustic Modeling for Emotion Recognition
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ISBN-13:
9783319155296
Veröffentl:
2015
Einband:
Paperback
Erscheinungsdatum:
30.03.2015
Seiten:
76
Autor:
Koteswara Rao Anne
Gewicht:
131 g
Format:
235x155x5 mm
Serie:
SpringerBriefs in Speech Technology
Sprache:
Englisch
Beschreibung:
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.
Provides comprehensive research and application on classification of emotions through speech
Introduction.- Emotion Recognition using Prosodic features.- Emotion Recognition using Spectral features.- Emotional Speech Corpora.- Classification Models.- Comparative Analysis of Classifiers in emotion recognition.- Summary and Conclusions.
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