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Unveiling Human Values: Analyzing Emotions behind Arguments
Amir Reza Jafari1, Praboda Rajapaksha1,2, Reza Farahbakhsh1
1Samovar, Telecom SudParis, Institut Polytechnique de Paris, 91120 Palaiseau, France.
Entropy (Basel, Switzerland)
|April 26, 2024
Summary
This study shows that analyzing emotions can significantly improve the detection of human values in text. This approach offers deeper insights into human behavior and decision-making processes.
Area of Science:
- Computational Social Science
- Psychology
- Linguistics
Background:
- Identifying human values in discourse is challenging due to their implicit nature and large quantity.
- Understanding human values is crucial for social sciences and computational approaches.
- Emotion analysis offers a novel feature for value detection.
Purpose of the Study:
- To explore emotion analysis for enhanced human value detection.
- To gain insights into human behavior through value and emotion analysis.
- To improve information extraction related to human values.
Main Methods:
- Applied intensive analyses of human values at different levels.
- Integrated extracted emotion features into value detection models.
- Conducted data-driven analyses to uncover underlying value characteristics.
Main Results:
- Emotion analysis significantly improved human value detection performance.
- Demonstrated enhanced information extraction capabilities.
- Provided deeper understanding of emotion-value interactions in discourse.
Conclusions:
- Emotion analysis is a key feature for improving human value detection.
- This approach offers novel insights into human behavior and decision-making.
- Data-driven analysis of emotions is crucial for understanding values.
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