e-ISSN:0976-5166
p-ISSN:2231-3850


INDIAN JOURNAL OF COMPUTER SCIENCE AND ENGINEERING

Call for Papers 2024

Feb 2024 - Volume 15, Issue 1
Deadline: 15 Jan 2024
Publication: 20 Feb 2024

Apr 2024 - Volume 15, Issue 2
Deadline: 15 Mar 2024
Publication: 20 Apr 2024

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ABSTRACT

Title : EMOTION RECOGNITION IN STANDARD SPOKEN ASSAMESE LANGUAGE USING SUPPORT VECTOR MACHINE AND ENSEMBLE MODEL
Authors : Nupur Choudhury, Uzzal Sharma
Keywords : Support Vector Machine, Machine learning, emotion recognition, Random Forest, Rotation Forest, classification etc.
Issue Date : Jan-Feb 2021
Abstract :
This paper deals with the emotion recognition of standard spoken Assamese language by using Support Vector Machine and Ensemble Model. An Ensemble model has been generated using random forest classifier and rotation forest classifier. These efficient classifiers were combined and compared against the standard Support Vector Machine and were found that the accuracy of Ensemble algorithms when 4 or more features are clubbed together is more than the standard Support Vector Machine results. A total of 7 emotions were recognized which included calm, neutral, anger, sad, happy, surprise and disgust. All these 7 emotions were tested for a variety of combination and different results were generated for each of them. This paper reports the findings where the Rotation Forest Classifier shows greater accuracy which is around 94.40% when combination of features are used than SVM or Random Forest Classifiers.
Page(s) : 148-158
ISSN : 0976-5166
Source : Vol. 12, No.1
PDF : Download
DOI : 10.21817/indjcse/2021/v12i1/211201187