Social Media as a Mirror: Reflecting Mental Health Through Computational Linguistics

被引:0
|
作者
Mobin, Md. Iftekharul [1 ]
Suaib Akhter, A. F. M. [2 ]
Mridha, M. F. [1 ]
Hasan Mahmud, S. M. [1 ]
Aung, Zeyar [3 ,4 ]
机构
[1] Amer Int Univ Bangladesh AIUB, Fac Sci & Technol, Dhaka 1229, Bangladesh
[2] Sakarya Univ Appl Sci, Comp Engn Dept, TR-54050 Serdivan, Sakarya, Turkiye
[3] Khalifa Univ, Ctr Secure Cyber Phys Syst C2PS, Abu Dhabi, U Arab Emirates
[4] Khalifa Univ, Dept Comp Sci, Abu Dhabi, U Arab Emirates
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Depression; exploratory analysis; feature extraction; LDA; NLP; suicide; unsupervised model; DEPRESSIVE SYMPTOMS; RISK; SUICIDE;
D O I
10.1109/ACCESS.2024.3454292
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The world is grappling with a serious problem: many young individuals are taking their own lives. There is also a challenge in understanding the rising trend of this tendency. It is essential to explore the reasons driving people of all ages to consider suicide and find ways to encourage them to choose life instead. In the modern era, social media acts as a crucial platform where people share their thoughts, activities, and emotional states. This has led to the consideration of whether analyzing social media posts could help discern whether individuals are experiencing joy or sadness, particularly to detect levels of sadness that could indicate suicidal thoughts. This paper employs artificial intelligence and machine learning tools to analyze the social media posts of individuals to gauge their mental state, specifically targeting signs that might indicate a risk of suicide. The study has found a high frequency of suicidal thoughts among those who appear depressed on social media. This research investigated the possibility to identify the likelihood of someone contemplating suicidal through their online behavior. This research demonstrates the potential of utilizing social media analysis to identify and support individuals at risk of suicide, providing new insights into recognizing and assessing suicidal thoughts and representing a significant advancement in suicide prevention efforts.
引用
收藏
页码:130143 / 130164
页数:22
相关论文
共 50 条
  • [21] Analyzing COVID-2019 Impact on Mental Health through Social Media Forum
    Huma
    Sohail, Muhammad Khalid
    Akhtar, Nadeem
    Muhammad, Dost
    Afzal, Humaira
    Mufti, Muhammad Rafiq
    Hussain, Shahid
    Ahmed, Mansoor
    Computers, Materials and Continua, 2021, 67 (03): : 3737 - 3748
  • [22] Public mental health through social media in the post COVID-19 era
    Sharma, Deepika
    Singh, Jaiteg
    Shah, Babar
    Ali, Farman
    Alzubi, Ahmad Ali
    Alzubi, Mallak Ahmad
    FRONTIERS IN PUBLIC HEALTH, 2023, 11
  • [23] Engaging digital natives: Digital mental health promotion through the use of social media
    Bull, Anneke
    Bull, Anthony
    INTERNATIONAL JOURNAL OF MENTAL HEALTH NURSING, 2015, 24 : 7 - 7
  • [24] Improving Mental Health Outcomes through Machine Learning Feedback of Social Media Behavior
    Swatling, Benjamin M.
    Keith, Mark J.
    Spruill, Alexandra N.
    AMCIS 2020 PROCEEDINGS, 2020,
  • [25] Analyzing COVID-2019 Impact on Mental Health Through Social Media Forum
    Huma
    Sohail, Muhammad Khalid
    Akhtar, Nadeem
    Muhammad, Dost
    Afzal, Humaira
    Mufti, Muhammad Rafiq
    Hussain, Shahid
    Ahmed, Mansoor
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 67 (03): : 3737 - 3748
  • [26] Science and the media in South Africa: Reflecting a 'dirty mirror'
    Claassen, George
    COMMUNICATIO-SOUTH AFRICAN JOURNAL FOR COMMUNICATION THEORY AND RESEARCH, 2011, 37 (03): : 351 - 366
  • [27] Computational Linguistics with Optimal Deep Belief Network Based Irony Detection in Social Media
    Hamza, Manar Ahmed
    Alshahrani, Hala J.
    Hassan, Abdulkhaleq Q. A.
    Gaddah, Abdulbaset
    Allheeib, Nasser
    Alsaif, Suleiman Ali
    Al-onazi, Badriyya B.
    Mohsen, Heba
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 75 (02): : 4137 - 4154
  • [28] Mental health issues mediate social media use in rumors: Implication for media based mental health literacy
    Sharma, Manoj Kumar
    Anand, Nitin
    Vishwakarma, Akash
    Sahu, Maya
    Thakur, Pranjali Chakraborty
    Mondal, Ishita
    Singh, Priya
    Ajith, S. J.
    Suma, N.
    Biswas, Ankita
    Archana, R.
    John, Nisha
    Tapatrikar, Ashwini
    Murthy, Keshava D.
    ASIAN JOURNAL OF PSYCHIATRY, 2020, 53
  • [29] Role of media - social, electronic, and print media - in mental health and wellbeing
    Ameen, Shahul
    Faye, Abhijeet
    INDIAN JOURNAL OF PSYCHIATRY, 2024, 66 (SUPPL 2) : S403 - +
  • [30] Reflecting on lived experience: Suicide prevention and the importance of social work in mental health
    Ali, Behiye
    Staniforth, Barbara
    Adamson, Carole
    AOTEAROA NEW ZEALAND SOCIAL WORK, 2021, 33 (02): : 6 - 18