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In today's interconnected society, social media platforms have become an important part of our lives, where individuals virtually express their thoughts, emotions, and moods. These expressions offer valuable insights into their mental…

Machine Learning · Computer Science 2025-01-28 Yusif Ibrahimov , Tarique Anwar , Tommy Yuan

Social media has recently emerged as a premier method to disseminate information online. Through these online networks, tens of millions of individuals communicate their thoughts, personal experiences, and social ideals. We therefore…

Social and Information Networks · Computer Science 2016-07-26 Moin Nadeem

Early detection of suicidal ideation in depressed individuals can allow for adequate medical attention and support, which in many cases is life-saving. Recent NLP research focuses on classifying, from a given piece of text, if an individual…

Machine Learning · Computer Science 2021-06-23 Ayaan Haque , Viraaj Reddi , Tyler Giallanza

Social media is an essential gateway of information and communication for people worldwide. The amount of time spent and reliance of people on social media makes it a vital resource for detecting events happening in real life. Thousands of…

Social and Information Networks · Computer Science 2022-04-05 M. Luqman Jamil , Sebastião Pais , João Cordeiro

In the social media, users frequently express personal emotions, a subset of which may indicate potential suicidal tendencies. The implicit and varied forms of expression in internet language complicate accurate and rapid identification of…

Computation and Language · Computer Science 2024-04-22 Hongzhi Qi , Hanfei Liu , Jianqiang Li , Qing Zhao , Wei Zhai , Dan Luo , Tian Yu He , Shuo Liu , Bing Xiang Yang , Guanghui Fu

Social media is a potential source of information that infers latent mental states through Natural Language Processing (NLP). While narrating real-life experiences, social media users convey their feeling of loneliness or isolated…

Computation and Language · Computer Science 2023-05-31 Muskan Garg , Chandni Saxena , Debabrata Samanta , Bonnie J. Dorr

Depression is a common disease worldwide. It is difficult to diagnose and continues to be underdiagnosed. Because depressed patients constantly share their symptoms, major life events, and treatments on social media, researchers are turning…

Computation and Language · Computer Science 2025-10-27 Wenli Zhang , Jiaheng Xie , Zhu Zhang , Xiang Liu

With ubiquity of social media platforms, millions of people are sharing their online persona by expressing their thoughts, moods, emotions, feelings, and even their daily struggles with mental health issues voluntarily and publicly on…

Along with factors such as cancer, blood pressure, street accidents and stroke, suicide has been one of Iran main causes of death. One of the main reasons for suicide is psychological stressors. Identifying psychological stressors in an at…

Computation and Language · Computer Science 2024-03-26 Mohammad Ali Dadgostarnia , Ramin Mousa , Saba Hesaraki

The prevalence of suicide has been on the rise since the 20th century, causing severe emotional damage to individuals, families, and communities alike. Despite the severity of this suicide epidemic, there is so far no reliable and…

Signal Processing · Electrical Eng. & Systems 2022-06-16 Siyu Liu , Catherine Lu , Sharifa Alghowinem , Lea Gotoh , Cynthia Breazeal , Hae Won Park

As awareness of mental health issues grows, online counseling support services are becoming increasingly prevalent worldwide. Detecting whether users express suicidal ideation in text-based counseling services is crucial for identifying and…

Computation and Language · Computer Science 2024-10-01 Huachuan Qiu , Lizhi Ma , Zhenzhong Lan

Suicide is a leading cause of death among adolescents (12-18), yet predicting it remains a significant challenge. Many cases go undetected due to a lack of contact with mental health services. Social media, however, offers a unique…

Computation and Language · Computer Science 2025-09-05 Paul Blum , Enrico Liscio , Ruixuan Zhang , Caroline Figueroa , Pradeep K. Murukannaiah

Depression is a leading cause of disability worldwide, but is often under-diagnosed and under-treated. One of the tenets of cognitive-behavioral therapy (CBT) is that individuals who are depressed exhibit distorted modes of thinking,…

Social and Information Networks · Computer Science 2020-02-10 Krishna C. Bathina , Marijn ten Thij , Lorenzo Lorenzo-Luaces , Lauren A. Rutter , Johan Bollen

Social media has become a valuable resource for the study of suicidal ideation and the assessment of suicide risk. Among social media platforms, Reddit has emerged as the most promising one due to its anonymity and its focus on topic-based…

Computation and Language · Computer Science 2021-06-22 Chenghao Yang , Yudong Zhang , Smaranda Muresan

Mental health poses a significant challenge for an individual's well-being. Text analysis of rich resources, like social media, can contribute to deeper understanding of illnesses and provide means for their early detection. We tackle a…

Computation and Language · Computer Science 2020-03-18 Ivan Sekulić , Michael Strube

Individuals on social media may reveal themselves to be in various states of crisis (e.g. suicide, self-harm, abuse, or eating disorders). Detecting crisis from social media text automatically and accurately can have profound consequences.…

Computation and Language · Computer Science 2017-05-29 Rohan Kshirsagar , Robert Morris , Sam Bowman

With recent developments in Social Computing, Natural Language Processing and Clinical Psychology, the social NLP research community addresses the challenge of automation in mental illness on social media. A recent extension to the problem…

Computation and Language · Computer Science 2022-11-10 Chandni Saxena , Muskan Garg , Gunjan Ansari

Due to its popularity and availability, social media data may present a new way to identify individuals who are experiencing mental illness. By analysing blog content, this study aimed to investigate the associations between linguistic…

Computation and Language · Computer Science 2021-06-01 B. ODea , T. W. Boonstra , M. E. Larsen , T. Nguyen , S. Venkatesh , H. Christensen

Suicide is the 10th leading cause of death in the U.S (1999-2019). However, predicting when someone will attempt suicide has been nearly impossible. In the modern world, many individuals suffering from mental illness seek emotional support…

Social and Information Networks · Computer Science 2021-06-09 Manas Gaur , Vamsi Aribandi , Amanuel Alambo , Ugur Kursuncu , Krishnaprasad Thirunarayan , Jonanthan Beich , Jyotishman Pathak , Amit Sheth

Depression is the leading cause of disability worldwide. Initial efforts to detect depression signals from social media posts have shown promising results. Given the high internal validity, results from such analyses are potentially…

Social and Information Networks · Computer Science 2020-06-16 Lucia Lushi Chen , Walid Magdy , Heather Whalley , Maria Wolters