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Unveiling Human Values: Analyzing Emotions behind Arguments

Authors :
Amir Reza Jafari
Praboda Rajapaksha
Reza Farahbakhsh
Guanlin Li
Noel Crespi
Source :
Entropy, Vol 26, Iss 4, p 327 (2024)
Publication Year :
2024
Publisher :
MDPI AG, 2024.

Abstract

Detecting the underlying human values within arguments is essential across various domains, ranging from social sciences to recent computational approaches. Identifying these values remains a significant challenge due to their vast numbers and implicit usage in discourse. This study explores the potential of emotion analysis as a key feature in improving the detection of human values and information extraction from this field. It aims to gain insights into human behavior by applying intensive analyses of different levels of human values. Additionally, we conduct experiments that integrate extracted emotion features to improve human value detection tasks. This approach holds the potential to provide fresh insights into the complex interactions between emotions and values within discussions, offering a deeper understanding of human behavior and decision making. Uncovering these emotions is crucial for comprehending the characteristics that underlie various values through data-driven analyses. Our experiment results show improvement in the performance of human value detection tasks in many categories.

Details

Language :
English
ISSN :
10994300
Volume :
26
Issue :
4
Database :
Directory of Open Access Journals
Journal :
Entropy
Publication Type :
Academic Journal
Accession number :
edsdoj.67998491d884d88b170d00fb2d58e90
Document Type :
article
Full Text :
https://doi.org/10.3390/e26040327