UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 9 Issue 6
June-2022
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

7.95 impact factor calculated by Google scholar

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Published Paper ID:
JETIR2206A15


Registration ID:
405292

Page Number

k137-k144

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Title

Speech and Text Emotion Recognition Using Machine Learning

Abstract

Speech emotion recognition is a challenging task, an extensive reliance as been placed on models that use audio features in building well-performing classifiers. In this project, we propose a model that utilizes the text data and audio signals to obtain a better understanding of speech data. As emotional dialogue is composed of sound and spoken content, our model encodes the information from audio and text sequences using neural networks and then combines the information from these sources to predict the emotion class. This architecture analyses speech data from the signal level to the language level, and it does utilizes the information within the data more comprehensively then models that focus on audio features. Extensive experiments are conducted to investigate the efficiency and properties of the proposed model.Our proposed model outperforms previous state of the art methods in assigning data to one of the three emotion categories (i.e angry,happy,sad) when the model is applied to the data set.

Key Words

speech emotion recognition, deep learning, natural language processing, CNN.

Cite This Article

"Speech and Text Emotion Recognition Using Machine Learning", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 6, page no.k137-k144, June-2022, Available :http://www.jetir.org/papers/JETIR2206A15.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Speech and Text Emotion Recognition Using Machine Learning", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.9, Issue 6, page no. ppk137-k144, June-2022, Available at : http://www.jetir.org/papers/JETIR2206A15.pdf

Publication Details

Published Paper ID: JETIR2206A15
Registration ID: 405292
Published In: Volume 9 | Issue 6 | Year June-2022
DOI (Digital Object Identifier):
Page No: k137-k144
Country: Bangalore, Karnataka, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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