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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…

计算与语言 · 计算机科学 2020-03-18 Ivan Sekulić , Michael Strube

In this work, we provide an extensive part-of-speech analysis of the discourse of social media users with depression. Research in psychology revealed that depressed users tend to be self-focused, more preoccupied with themselves and…

计算与语言 · 计算机科学 2021-08-03 Ana-Maria Bucur , Ioana R. Podină , Liviu P. Dinu

Given the current social distance restrictions across the world, most individuals now use social media as their major medium of communication. Millions of people suffering from mental diseases have been isolated due to this, and they are…

机器学习 · 计算机科学 2022-07-05 Iqra Ameer , Muhammad Arif , Grigori Sidorov , Helena Gòmez-Adorno , Alexander Gelbukh

Social media research on mental health has focused predominantly on detecting and diagnosing conditions at the individual level. In this work, we shift attention to \emph{intergroup} behavior, examining how two prominent neurodivergent…

计算与语言 · 计算机科学 2026-04-23 Saad Mankarious , Nour Zeid , Iyad Ait Hou , Rebecca Hwa , Aya Zirikly

Mental illnesses are one of the most prevalent public health problems worldwide, which negatively influence people's lives and society's health. With the increasing popularity of social media, there has been a growing research interest in…

计算与语言 · 计算机科学 2023-04-20 Tianlin Zhang , Kailai Yang , Shaoxiong Ji , Sophia Ananiadou

The COVID-19 pandemic has created many problems, especially in people's social lives. There has been increasing isolation and economic hardships since the beginning of the pandemic for people all over the world. Quarantines and lockdowns…

社会与信息网络 · 计算机科学 2025-12-25 Dino Husnic , Stefan Cobeli , Shweta Yadav

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,…

社会与信息网络 · 计算机科学 2020-02-10 Krishna C. Bathina , Marijn ten Thij , Lorenzo Lorenzo-Luaces , Lauren A. Rutter , Johan Bollen

The increasing prevalence of mental health disorders, such as depression, anxiety, and bipolar disorder, calls for immediate need in developing tools for early detection and intervention. Social media platforms, like Reddit, represent a…

机器学习 · 计算机科学 2025-03-12 Qasim Bin Saeed , Ijaz Ahmed

Multiple studies have demonstrated that behavior on internet-based social media platforms can be indicative of an individual's mental health status. The widespread availability of such data has spurred interest in mental health research…

计算与语言 · 计算机科学 2021-03-22 Carlos Aguirre , Keith Harrigian , Mark Dredze

Most previous studies on automatic recognition model for bipolar disorder (BD) were based on both social media and linguistic features. The present study investigates the possibility of adopting only language-based features, namely the…

Background: Suicide issue is of great concern in China. Social media provides an active approach to understanding suicide individuals in terms of their behavior and language use. Aims: This study investigates how suicide Microblog users in…

社会与信息网络 · 计算机科学 2014-07-03 Li Guan , Bibo Hao , Tingshao Zhu

Our usage of language is not solely reliant on cognition but is arguably determined by myriad external factors leading to a global variability of linguistic patterns. This issue, which lies at the core of sociolinguistics and is backed by…

计算与语言 · 计算机科学 2018-04-05 Jacob Levy Abitbol , Márton Karsai , Jean-Philippe Magué , Jean-Pierre Chevrot , Eric Fleury

Anxiety affects hundreds of millions of individuals globally, yet large-scale screening remains limited. Social media language provides an opportunity for scalable detection, but current models often lack interpretability,…

计算与语言 · 计算机科学 2026-01-21 Arnab Das Utsa

Mental health is a significant and growing public health concern. As language usage can be leveraged to obtain crucial insights into mental health conditions, there is a need for large-scale, labeled, mental health-related datasets of users…

计算与语言 · 计算机科学 2018-07-12 Arman Cohan , Bart Desmet , Andrew Yates , Luca Soldaini , Sean MacAvaney , Nazli Goharian

Social media data has become a vital resource for studying mental health, offering real-time insights into thoughts, emotions, and behaviors that traditional methods often miss. Progress in this area has been facilitated by benchmark…

计算与语言 · 计算机科学 2025-11-27 Saad Mankarious , Ayah Zirikly , Daniel Wiechmann , Elma Kerz , Edward Kempa , Yu Qiao

Individuals with schizophrenia frequently experience intense emotions and often turn to vlogging as a medium for emotional expression. While previous research has predominantly focused on text based disclosure, little is known about how…

人机交互 · 计算机科学 2025-06-23 Jiaying Lizzy Liu , Yan Zhang

Considering the raising socio-economic burden of autism spectrum disorder (ASD), timely and evidence-driven public policy decision making and communication of the latest guidelines pertaining to the treatment and management of the disorder…

社会与信息网络 · 计算机科学 2015-06-02 Adham Beykikhoshk , Ognjen Arandjelovic , Dinh Phung , Svetha Venkatesh , Terry Caelli

Social media data has been used for detecting users with mental disorders, such as depression. Despite the global significance of cross-cultural representation and its potential impact on model performance, publicly available datasets often…

计算与语言 · 计算机科学 2024-10-16 Nuredin Ali , Charles Chuankai Zhang , Ned Mayo , Stevie Chancellor

Much previous work characterizing language variation across Internet social groups has focused on the types of words used by these groups. We extend this type of study by employing BERT to characterize variation in the senses of words as…

计算与语言 · 计算机科学 2021-02-16 Li Lucy , David Bamman

In this paper, we analyze the interplay between the use of offensive language and mental health. We acquired publicly available datasets created for offensive language identification and depression detection and we train computational…

计算与语言 · 计算机科学 2021-06-28 Ana-Maria Bucur , Marcos Zampieri , Liviu P. Dinu