Use of Social Media and Smartwatch Data Analytics for Mental Health Diagnosis

被引:0
|
作者
Amate, Nakul [1 ]
Patil, Sagar [1 ]
Jojan, Pranav [1 ]
Morankar, Sahil [1 ]
机构
[1] Savitribai Phule Pune Univ, PVGs Coll Engn & Technol, Comp Engn Dept, Pune, Maharashtra, India
关键词
NLP; Data Analytics; Mental Health; Web Application; Social Media; Smartwatch; VALIDITY;
D O I
10.1109/ICITIIT51526.2021.9399591
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In today's world, mental illness has become a common problem in several individuals life still, the diagnosis of mental disorders relies on traditional methods of testing by interpreting the patient just by psychometric test and by not taking into consideration various other factors. Whilst the number of social media users and smartwatch users have increased rapidly, software applications that interpret psychological data for health-related decisions have not followed a similar trend. The main motive behind this study is to examine the sentiments of the user's social media data and detect unusual patterns by smartwatch data analytics to help mental health workers in decision making. The paper proposes the methodology to capture and analyze real-time data of smartwatch and social media.
引用
收藏
页数:5
相关论文
共 50 条
  • [31] Do Models of Mental Health Based on Social Media Data Generalize?
    Harrigian, Keith
    Aguirre, Carlos
    Dredze, Mark
    [J]. FINDINGS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, EMNLP 2020, 2020, : 3774 - 3788
  • [32] A SURVEY ON BIG DATA ANALYTICS USING SOCIAL MEDIA DATA
    Paul, P. Victer
    Monica, K.
    Trishanka, M.
    [J]. 2017 INNOVATIONS IN POWER AND ADVANCED COMPUTING TECHNOLOGIES (I-PACT), 2017,
  • [33] Reexploring problematic social media use and the relationship with adolescent mental health
    Finseras, T. Reiten
    Hjetland, G. Johnsen
    Sivertsen, B.
    Colman, I.
    Hella, R. Traeland
    Andersen, A. I. Olesen
    Skogen, J. C.
    [J]. EUROPEAN JOURNAL OF PUBLIC HEALTH, 2023, 33
  • [34] Effective use of social media platforms for promotion of mental health awareness
    Latha, K.
    Meena, K. S.
    Pravitha, M. R.
    Dasgupta, Madhuporna
    Chaturvedi, S. K.
    [J]. JOURNAL OF EDUCATION AND HEALTH PROMOTION, 2020, 9 (01)
  • [35] Social Media Use and Its Connection to Mental Health: A Systematic Review
    Karim, Fazida
    Oyewande, Azeezat
    Abdalla, Lamis F.
    Ehsanullah, Reem Chaudhry
    Khan, Safeera
    [J]. CUREUS JOURNAL OF MEDICAL SCIENCE, 2020, 12 (06)
  • [36] Mental Health Practitioners' Use and Attitudes Regarding the Internet and Social Media
    Deen, Serina R.
    Withers, Amy
    Hellerstein, David J.
    [J]. JOURNAL OF PSYCHIATRIC PRACTICE, 2013, 19 (06) : 454 - 463
  • [37] The use of social media by Australian preadolescents and its links with mental health
    Fardouly, Jasmine
    Magson, Natasha R.
    Rapee, Ronald M.
    Johnco, Carly J.
    Oar, Ella L.
    [J]. JOURNAL OF CLINICAL PSYCHOLOGY, 2020, 76 (07) : 1304 - 1326
  • [38] Introduction to Data Analytics and Data Mining for Social Media Minitrack
    Haughton, Dominique M.
    Xu, Jennifer J.
    Yates, David J.
    [J]. 2014 47TH HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES (HICSS), 2014, : 1414 - 1414
  • [39] ANALYSIS OF THE IMPACT OF SOCIAL MEDIA USE ON COLLEGE STUDENTS' MENTAL HEALTH
    Yang, Chao
    [J]. MEDICINE, 2023, 102 (08) : 22 - 22
  • [40] Mechanisms linking social media use to adolescent mental health vulnerability
    Orben, Amy
    Meier, Adrian
    Dalgleish, Tim
    Blakemore, Sarah-Jayne
    [J]. NATURE REVIEWS PSYCHOLOGY, 2024, 3 (06): : 407 - 423