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Affective modelling of eustress and distress using psychological scales

A. Kadouf, Hani Hunud and Abdul Rahman, Abdul Wahab and Kamaruddin, Norhaslinda and Abdul Khaiyom, Jamilah Hanum (2024) Affective modelling of eustress and distress using psychological scales. International Journal on Perceptive and Cognitive Computing, 10 (1). pp. 71-78. E-ISSN 2462-229X

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Abstract

This article is a case study that illustrates how a linear regression model can be implemented in eustress and distress analysis based on the correlation between emotion and stress and uses it to develop prediction equations of stress. This study proposes the use of five questionnaires; Perceived Stress Scale 10, Academic Eustress scale, Academic Distress scale, Bosse’s Distress Eustress scale and Adolescent Distress Eustress scale to determine perceived stress, eustress or distress. A sixth questionnaire, the Self-Assessment Manikin was used to determine emotional state in terms of valence and arousal, which are represented on 2-dimensional axis, where the x axis represents valence, and the y axis represents arousal. An analysis of the relationship between the results of the stress questionnaires and results of SAM based valence and arousal is carried out. Significant correlations are then used to derive regression equations used to predict eustress, distress or perceived stress. The findings showed that neither valence nor arousal was correlated with perceived stress, hence no regression equation was derived for it. However, valence and/or arousal were correlated with the remaining five questionnaires. Finally, this article analyses the predictions comparing actual vs predicted values. Error analysis showed that the ADES questionnaire had the lowest average error, making it the most suitable in predicting eustress and distress from emotion.

Item Type: Article (Journal)
Uncontrolled Keywords: Eustress, Distress, Transactional model, Circumplex model, Linear regression, Loss function.
Subjects: B Philosophy. Psychology. Religion > BF Psychology
B Philosophy. Psychology. Religion > BF Psychology > BF511 Affection. Feeling. Emotion
B Philosophy. Psychology. Religion > BF Psychology > BF636 Applied psychology
Q Science > QA Mathematics
Q Science > QA Mathematics > QA276 Mathematical Statistics
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Islamic Revealed Knowledge and Human Sciences
Kulliyyah of Islamic Revealed Knowledge and Human Sciences > Department of Psychology
Kulliyyah of Information and Communication Technology
Kulliyyah of Information and Communication Technology

Kulliyyah of Information and Communication Technology > Department of Computer Science
Kulliyyah of Information and Communication Technology > Department of Computer Science
Depositing User: Dr Jamilah Hanum Abdul Khaiyom
Date Deposited: 27 Mar 2024 14:29
Last Modified: 27 Mar 2024 14:29
URI: http://irep.iium.edu.my/id/eprint/111645

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