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An Examination of Mental Stress in College Students: Utilizing Intelligent Perception Data and the Mental Stress Scale

Author

Listed:
  • Zhixuan Liao

    (College of Computer Science, South China Normal University, Guangzhou 510631, China
    These authors contributed equally to this work.)

  • Xiaomao Fan

    (College of Big Data and the Internet, Shenzhen Technology University, Shenzhen 518118, China
    These authors contributed equally to this work.)

  • Wenjun Ma

    (College of Computer Science, South China Normal University, Guangzhou 510631, China
    Aberdeen Institute of Data Science and Artificial Intelligence, South China Normal University, Guangzhou 510631, China)

  • Yingshan Shen

    (College of Computer Science, South China Normal University, Guangzhou 510631, China
    Aberdeen Institute of Data Science and Artificial Intelligence, South China Normal University, Guangzhou 510631, China)

Abstract

In order to solve the problems of traditional mental stress detection in college students that are time-consuming, random, and subjective, this paper proposes an intelligent perception-driven mental stress assessment method for college students. First, we analyze the factors in SRQ and SCL-90, which can be measured by intelligent sensing methods, including sleep, exercise, social interaction, and environment, and then perform feature extraction. Secondly, we use machine learning methods to build a mental stress assessment model. The Shapley additive explanations (SHAP) model is used to explain the training results. Experimental results show that the model proposed in this article can effectively assess the mental stress state of college students. This means that the collection of intelligent perception data based on the mental stress scale can effectively evaluate the mental stress state of college students and provide a new research idea for further developing a non-intrusive and real-time mental stress assessment for college students.

Suggested Citation

  • Zhixuan Liao & Xiaomao Fan & Wenjun Ma & Yingshan Shen, 2024. "An Examination of Mental Stress in College Students: Utilizing Intelligent Perception Data and the Mental Stress Scale," Mathematics, MDPI, vol. 12(10), pages 1-14, May.
    • Handle: RePEc:gam:jmathe:v:12:y:2024:i:10:p:1501-:d:1392699
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    References listed on IDEAS

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    1. Johanna Marie Schmickler & Simon Blaschke & Rebecca Robbins & Filip Mess, 2023. "Determinants of Sleep Quality: A Cross-Sectional Study in University Students," IJERPH, MDPI, vol. 20(3), pages 1-17, January.
    2. Enrique Ramón-Arbués & Vicente Gea-Caballero & José Manuel Granada-López & Raúl Juárez-Vela & Begoña Pellicer-García & Isabel Antón-Solanas, 2020. "The Prevalence of Depression, Anxiety and Stress and Their Associated Factors in College Students," IJERPH, MDPI, vol. 17(19), pages 1-15, September.
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