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Depression is a serious mental illness that impacts the way people communicate, especially through their emotions, and, allegedly, the way they interact with others. This work examines depression signals in dialogs, a less studied setting…

计算与语言 · 计算机科学 2022-08-23 Chuyuan Li , Chloé Braud , Maxime Amblard

YouTube Kids (YTK) is one of the most popular kids' applications used by millions of kids daily. However, various studies have highlighted concerns about the videos on the platform, like the over-presence of entertaining and commercial…

计算机与社会 · 计算机科学 2024-02-07 Sumeet Kumar , Mallikarjuna T. , Ashiqur Khudabukhsh

The goal of this paper is to study the behaviour of view-count in YouTube. We first propose several bio-inspired models for the evolution of the view-count of YouTube videos. We show, using a large set of empirical data, that the view-count…

社会与信息网络 · 计算机科学 2014-05-29 Cédric Richier , Eitan Altman , Rachid Elazouzi , Tania Altman , Georges Linares , Yonathan Portilla

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…

机器学习 · 计算机科学 2025-01-28 Yusif Ibrahimov , Tarique Anwar , Tommy Yuan

Among young adults, suicide is India's leading cause of death, accounting for an alarming national suicide rate of around 16%. In recent years, machine learning algorithms have emerged to predict suicidal behavior using various behavioral…

Accurate and interpretable detection of depressive language in social media is useful for early interventions of mental health conditions, and has important implications for both clinical practice and broader public health efforts. In this…

计算与语言 · 计算机科学 2025-06-10 Samuel Kim , Oghenemaro Imieye , Yunting Yin

Mental health disorders are a global crisis. While various datasets exist for detecting such disorders, there remains a critical gap in identifying individuals actively seeking help. This paper introduces a novel dataset, M-Help,…

计算与语言 · 计算机科学 2025-08-22 MSVPJ Sathvik , Zuhair Hasan Shaik , Vivek Gupta

The most common mental disorders experienced by a person in daily life are depression and anxiety. Social stigma makes people with depression and anxiety neglected by their surroundings. Therefore, they turn to social media like Twitter for…

计算与语言 · 计算机科学 2023-01-12 Kuncahyo Setyo Nugroho , Ismail Akbar , Affi Nizar Suksmawati , Istiadi

Suicide is a critical issue in modern society. Early detection and prevention of suicide attempts should be addressed to save people's life. Current suicidal ideation detection methods include clinical methods based on the interaction…

计算机与社会 · 计算机科学 2021-02-02 Shaoxiong Ji , Shirui Pan , Xue Li , Erik Cambria , Guodong Long , Zi Huang

In recent years, due to the mental burden of depression, the number of people who endanger their lives has been increasing rapidly. The online social network (OSN) provides researchers with another perspective for detecting individuals…

社会与信息网络 · 计算机科学 2020-08-31 Yiding Wang , Zhenyi Wang , Chenghao Li , Yilin Zhang , Haizhou Wang

Every day, users generate digital traces (e.g., social media posts, chats, and online interactions) that are inherently timestamped and may reflect aspects of their mental state. These traces can be organized into temporal trajectories that…

人工智能 · 计算机科学 2026-05-15 Loris Belcastro , Francesco Gervino , Fabrizio Marozzo , Domenico Talia , Paolo Trunfio

Video-based automatic depression analysis provides a fast, objective and repeatable self-assessment solution, which has been widely developed in recent years. While depression clues may be reflected by human facial behaviours of various…

计算机视觉与模式识别 · 计算机科学 2021-12-01 Jiaqi Xu , Siyang Song , Keerthy Kusumam , Hatice Gunes , Michel Valstar

The World Health Organization (WHO) estimated that approximately 1.4 million individuals worldwide died by suicide in 2022. This figure indicates that one person died by suicide every 20 s during the year. Globally, suicide is the…

计算机与社会 · 计算机科学 2024-02-13 Yasin Dus , Georgiy Nefedov

Text sentiment analysis for preliminary depression status estimation of users on social media is a widely exercised and feasible method, However, the immense variety of users accessing the social media websites and their ample mix of…

计算与语言 · 计算机科学 2020-12-01 Sudhir Kumar Suman , Hrithwik Shalu , Lakshya A Agrawal , Archit Agrawal , Juned Kadiwala

Depression is a major debilitating disorder which can affect people from all ages. With a continuous increase in the number of annual cases of depression, there is a need to develop automatic techniques for the detection of the presence and…

计算机视觉与模式识别 · 计算机科学 2017-11-17 Evgeny Stepanov , Stephane Lathuiliere , Shammur Absar Chowdhury , Arindam Ghosh , Radu-Laurentiu Vieriu , Nicu Sebe , Giuseppe Riccardi

Recent years have witnessed a significant increase in the online sharing of medical information, with videos representing a large fraction of such online sources. Previous studies have however shown that more than half of the health-related…

机器学习 · 计算机科学 2019-09-05 Rui Hou , Verónica Pérez-Rosas , Stacy Loeb , Rada Mihalcea

A wide variety of methods have been developed for identifying depression, but they focus primarily on measuring the degree to which individuals are suffering from depression currently. In this work we explore the possibility of predicting…

机器学习 · 计算机科学 2022-03-22 Guansong Pang , Ngoc Thien Anh Pham , Emma Baker , Rebecca Bentley , Anton van den Hengel

Social media platforms have revolutionized traditional communication techniques by enabling people globally to connect instantaneously, openly, and frequently. People use social media to share personal stories and express their opinion.…

计算与语言 · 计算机科学 2023-09-04 Asma Abdulsalam , Areej Alhothali , Saleh Al-Ghamdi

Conventional approaches to identify depression are not scalable, and the public has limited awareness of mental health, especially in developing countries. As evident by recent studies, social media has the potential to complement mental…

人工智能 · 计算机科学 2023-08-02 Heng Ee Tay , Mei Kuan Lim , Chun Yong Chong

Depression is a pervasive mental health condition that affects hundreds of millions of individuals worldwide, yet many cases remain undiagnosed due to barriers in traditional clinical access and pervasive stigma. Social media platforms, and…

计算与语言 · 计算机科学 2025-08-06 Eliseo Bao , Anxo Pérez , Javier Parapar