IDEAS home Printed from https://ideas.repec.org/a/igg/jehmc0/v13y2021i2p1-15.html

HuDA_COVID Human Disposition Analysis During COVID-19 Using Machine Learning

Author

Listed:
  • Charu Gupta

    (Bhagwan Parshuram Institute of Technology, Delhi, India)

  • Dev Gaur

    (Bhagwan Parshuram Institute of Technology, Delhi, India)

  • Prateek Agrawal

    (Lovely Professional University, Punjab, India)

  • Deepali Virmani

    (Department of Computer Science, Vivekanand Institute of Professional Studies Technical Campus,, Delhi, India)

Abstract

Coronavirus has greatly impacted various aspects of human life, including human psychology & human disposition. In this paper, we attempted to analyze the impact of the COVID-19 pandemic on human health. We propose Human Disposition Analysis during COVID-19 using machine learning (HuDA_COVID), where factors such as age, employment, addiction, stress level are studied for human disposition analysis. A mass survey is conducted on individuals of various age groups, regions & professions, and the methodology achieved varied accuracy ranges of 87.5% to 98%. The study shows people are worried about lockdown, work & relationships. Furthermore, 23% of the respondents have not had any effect. 45% and 32% have had positive and negative effects, respectively. It is a novel study in human disposition analysis in COVID-19 where a novel weighted assignment indicating the health status is also proposed. HuDA_COVID clearly indicates a need for a methodical approach towards the human psychological needs to help the social organizations formulating holistic interventions for affected individuals.

Suggested Citation

  • Charu Gupta & Dev Gaur & Prateek Agrawal & Deepali Virmani, 2021. "HuDA_COVID Human Disposition Analysis During COVID-19 Using Machine Learning," International Journal of E-Health and Medical Communications (IJEHMC), IGI Global Scientific Publishing, vol. 13(2), pages 1-15, July.
    • Handle: RePEc:igg:jehmc0:v:13:y:2021:i:2:p:1-15
    as

    Download full text from publisher

    File URL: https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJEHMC.20220701.oa1
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sijia Li & Yilin Wang & Jia Xue & Nan Zhao & Tingshao Zhu, 2020. "The Impact of COVID-19 Epidemic Declaration on Psychological Consequences: A Study on Active Weibo Users," IJERPH, MDPI, vol. 17(6), pages 1-9, March.
    2. Yingfei Zhang & Zheng Feei Ma, 2020. "Impact of the COVID-19 Pandemic on Mental Health and Quality of Life among Local Residents in Liaoning Province, China: A Cross-Sectional Study," IJERPH, MDPI, vol. 17(7), pages 1-12, March.
    3. Paolo Roma & Merylin Monaro & Laura Muzi & Marco Colasanti & Eleonora Ricci & Silvia Biondi & Christian Napoli & Stefano Ferracuti & Cristina Mazza, 2020. "How to Improve Compliance with Protective Health Measures during the COVID-19 Outbreak: Testing a Moderated Mediation Model and Machine Learning Algorithms," IJERPH, MDPI, vol. 17(19), pages 1-17, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Christian M. Hafner, 2020. "The Spread of the Covid-19 Pandemic in Time and Space," IJERPH, MDPI, vol. 17(11), pages 1-13, May.
    2. Yang Yang & Keqiao Liu & Siqi Li & Man Shu, 2020. "Social Media Activities, Emotion Regulation Strategies, and Their Interactions on People’s Mental Health in COVID-19 Pandemic," IJERPH, MDPI, vol. 17(23), pages 1-16, December.
    3. Zhenhua Zheng & Wanting Liu & Liu Yang & Ning Sun & Yingchen Lu & Hong Chen, 2022. "Group Differences: The Relationship between Social Media Use and Depression during the Outbreak of COVID-19 in China," IJERPH, MDPI, vol. 19(21), pages 1-15, October.
    4. Turgut Karakose & Tuncay Yavuz Ozdemir & Stamatios Papadakis & Ramazan Yirci & Secil Eda Ozkayran & Hakan Polat, 2022. "Investigating the Relationships between COVID-19 Quality of Life, Loneliness, Happiness, and Internet Addiction among K-12 Teachers and School Administrators—A Structural Equation Modeling Approach," IJERPH, MDPI, vol. 19(3), pages 1-20, January.
    5. Xueyan Li & Ping Fu & Changyu Fan & Miao Zhu & Min Li, 2021. "COVID-19 Stress and Mental Health of Students in Locked-Down Colleges," IJERPH, MDPI, vol. 18(2), pages 1-12, January.
    6. Ben Y. F. Fong & Martin C. S. Wong & Vincent T. S. Law & Man Fung Lo & Tommy K. C. Ng & Hilary H. L. Yee & Tiffany C. H. Leung & Percy W. T. Ho, 2020. "Relationships between Physical and Social Behavioural Changes and the Mental Status of Homebound Residents in Hong Kong during the COVID-19 Pandemic," IJERPH, MDPI, vol. 17(18), pages 1-18, September.
    7. Yan Hong & Gangwei Cai & Zhoujin Mo & Weijun Gao & Lei Xu & Yuanxing Jiang & Jinming Jiang, 2020. "The Impact of COVID-19 on Tourist Satisfaction with B&B in Zhejiang, China: An Importance–Performance Analysis," IJERPH, MDPI, vol. 17(10), pages 1-19, May.
    8. Zulfikar Adamu & Oliver Hardy & Asya Natapov, 2023. "The Impact of Greenspace, Walking, and Cycling on the Health of Urban Residents during the COVID-19 Pandemic: A Study of London," IJERPH, MDPI, vol. 20(14), pages 1-21, July.
    9. María del Carmen Olmos-Gómez, 2020. "Sex and Careers of University Students in Educational Practices as Factors of Individual Differences in Learning Environment and Psychological Factors during COVID-19," IJERPH, MDPI, vol. 17(14), pages 1-19, July.
    10. Rui Zhang & Yunzhi Zhang & Zhe Dai, 2022. "Impact of Natural Disasters on Mental Health: A Cross-Sectional Study Based on the 2014 China Family Panel Survey," IJERPH, MDPI, vol. 19(5), pages 1-17, February.
    11. Jiabin Li & Xianwei Liu & Yang Zou & Yichu Deng & Meng Zhang & Miaomiao Yu & Dongjiao Wu & Hao Zheng & Xinliang Zhao, 2021. "Factors Affecting COVID-19 Preventive Behaviors among University Students in Beijing, China: An Empirical Study Based on the Extended Theory of Planned Behavior," IJERPH, MDPI, vol. 18(13), pages 1-17, June.
    12. Israel Escudero-Castillo & Fco. Javier Mato-Díaz & Ana Rodriguez-Alvarez, 2021. "Furloughs, Teleworking and Other Work Situations during the COVID-19 Lockdown: Impact on Mental Well-Being," IJERPH, MDPI, vol. 18(6), pages 1-16, March.
    13. S. Brent Jackson & Kathryn T. Stevenson & Lincoln R. Larson & M. Nils Peterson & Erin Seekamp, 2021. "Outdoor Activity Participation Improves Adolescents’ Mental Health and Well-Being during the COVID-19 Pandemic," IJERPH, MDPI, vol. 18(5), pages 1-18, March.
    14. Giovanni Fiorilli & Andrea Buonsenso & Nicola Davola & Giulia Di Martino & Francesca Baralla & Stefanos Boutious & Marco Centorbi & Giuseppe Calcagno & Alessandra di Cagno, 2021. "Stress Impact of COVID-19 Sports Restrictions on Disabled Athletes," IJERPH, MDPI, vol. 18(22), pages 1-11, November.
    15. Hui-Wen Tseng & Ching-Shu Tsai & Yu-Min Chen & Ray C. Hsiao & Fan-Hao Chou & Cheng-Fang Yen, 2021. "Poor Mental Health in Caregivers of Children with Attention-Deficit/Hyperactivity Disorder and Its Relationships with Caregivers’ Difficulties in Managing the Children’s Behaviors and Worsened Psychological Symptoms during the COVID-19 Pandemic," IJERPH, MDPI, vol. 18(18), pages 1-16, September.
    16. Xiaoliu Jiang & Yingfei Lu & Youjuan Hong & Ying Zhang & Lijun Chen, 2022. "A Network Comparison of Motives behind Online Sexual Activities and Problematic Pornography Use during the COVID-19 Outbreak and the Post-Pandemic Period," IJERPH, MDPI, vol. 19(10), pages 1-16, May.
    17. Nora A. Martínez-Vélez & Miriam Arroyo-Belmonte & Marcela Tiburcio & Guillermina Natera-Rey & Morise Fernández-Torres & Graciela Y. Sánchez-Hernández, 2023. "Psycho-Emotional Factors Associated with Depressive Symptoms during Lockdown Due to the COVID-19 Pandemic in the Mexican Population," IJERPH, MDPI, vol. 20(5), pages 1-10, February.
    18. Massimiliano Scopelliti & Maria Giuseppina Pacilli & Antonio Aquino, 2021. "TV News and COVID-19: Media Influence on Healthy Behavior in Public Spaces," IJERPH, MDPI, vol. 18(4), pages 1-15, February.
    19. Mahdi Salehi & Grzegorz Zimon & Ali Reza Ghaderi & Zinab Ahmed Hasan, 2022. "The Relationship between Prevention and Panic from COVID-19, Ethical Principles, Life Expectancy, Anxiety, Depression and Stress," IJERPH, MDPI, vol. 19(10), pages 1-24, May.
    20. Jiang, Ying & Yin, Guikun & Shao, Qinglong, 2025. "Individualism and support for COVID-19 government interventions: The moderating role of perceived economic risk," Economics & Human Biology, Elsevier, vol. 58(C).

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:igg:jehmc0:v:13:y:2021:i:2:p:1-15. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Journal Editor (email available below). General contact details of provider: https://www.igi-global.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.