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Emotion Recognition From Speech Using Perceptual Filter and Neural Network

Emotion Recognition From Speech Using Perceptual Filter and Neural Network
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Author(s): Revathi A. (SASTRA University, India)and Sasikaladevi N. (SASTRA University, India)
Copyright: 2022
Pages: 11
Source title: Research Anthology on Artificial Neural Network Applications
Source Author(s)/Editor(s): Information Resources Management Association (USA)
DOI: 10.4018/978-1-6684-2408-7.ch054

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Abstract

This chapter on multi speaker independent emotion recognition encompasses the use of perceptual features with filters spaced in Equivalent rectangular bandwidth (ERB) and BARK scale and vector quantization (VQ) classifier for classifying groups and artificial neural network with back propagation algorithm for emotion classification in a group. Performance can be improved by using the large amount of data in a pertinent emotion to adequately train the system. With the limited set of data, this proposed system has provided consistently better accuracy for the perceptual feature with critical band analysis done in ERB scale.

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