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Online users often post facial images of themselves and other people on online social networks (OSNs) and other Web 2.0 platforms, which can lead to potential privacy leakage of people whose faces are included in such images. There is…

Human-Computer Interaction · Computer Science 2025-01-22 Yuqi Niu , Weidong Qiu , Peng Tang , Lifan Wang , Shuo Chen , Shujun Li , Nadin Kokciyan , Ben Niu

Objectives: The study aims to investigate the relationship between insomnia and response time. Additionally, it aims to develop a machine learning model to predict the presence of insomnia in participants using response time data. Methods:…

Machine Learning · Computer Science 2023-10-16 Zhao Su , Rongxun Liu , Keyin Zhou , Xinru Wei , Ning Wang , Zexin Lin , Yuanchen Xie , Jie Wang , Fei Wang , Shenzhong Zhang , Xizhe Zhang

Sleep is a crucial aspect of our overall health and well-being. It plays a vital role in regulating our mental and physical health, impacting our mood, memory, and cognitive function to our physical resilience and immune system. The…

Analysis of sleep for the diagnosis of sleep disorders such as Type-1 Narcolepsy (T1N) currently requires visual inspection of polysomnography records by trained scoring technicians. Here, we used neural networks in approximately 3,000…

The availability of commercial wearable trackers equipped with features to monitor sleep duration and quality has enabled more useful sleep health monitoring applications and analyses. However, much research has reported the challenge of…

Signal Processing · Electrical Eng. & Systems 2022-11-17 Camellia Zakaria , Gizem Yilmaz , Priyanka Mammen , Michael Chee , Prashant Shenoy , Rajesh Balan

Face-to-face social interactions are an important aspect of peoples' social lives. A lack of interactions can explain how individuals develop depressive symptoms, but depressive symptoms can also explain how individuals engage in social…

Applications · Statistics 2018-11-20 Timon Elmer , Christoph Stadtfeld

Social isolation (SI) in older adults has emerged as a critical mental health concern, with established links to cognitive decline. While depression is hypothesized to mediate this relationship, the longitudinal mechanisms remain unclear.…

Applications · Statistics 2025-06-19 Yingchen Liu , Haixin Jiang

The rise of language models like ChatGPT has introduced Social AI as a new form of entertainment, particularly among young adults who engage with AI-powered agents. This paper investigates the effects of these interactions on users' social…

Computers and Society · Computer Science 2023-11-30 Ebony Zhang , Xiaoding Lu

Improving human health and well-being requires an accurate and effective understanding of an individual's physical and mental state throughout daily life. To support this goal, we utilized smartphones, smartwatches, and sleep sensors to…

Signal Processing · Electrical Eng. & Systems 2025-08-07 Se Won Oh , Hyuntae Jeong , Seungeun Chung , Jeong Mook Lim , Kyoung Ju Noh , Sunkyung Lee , Gyuwon Jung

The aging society urgently requires scalable methods to monitor cognitive decline and identify social and psychological factors indicative of dementia risk in older adults. Our machine learning (ML) models captured facial, acoustic,…

Low self-esteem and interpersonal needs (i.e., thwarted belongingness (TB) and perceived burdensomeness (PB)) have a major impact on depression and suicide attempts. Individuals seek social connectedness on social media to boost and…

Computation and Language · Computer Science 2023-06-12 Muskan Garg , Manas Gaur , Raxit Goswami , Sunghwan Sohn

Cellular networks offer a unique opportunity to enable device-free and wide-area health monitoring by exploiting the sensitivity of radio-frequency (RF) propagation to human physiological activities. In this paper, we present the first…

Networking and Internet Architecture · Computer Science 2026-03-04 Ruxin Lin , Peihao Yan , Jie Lu , Qijun Wang , Huacheng Zeng

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…

Computers and Society · Computer Science 2024-02-13 Yasin Dus , Georgiy Nefedov

Mental well-being and social media have been closely related domains of study. In this research a novel model, AD prediction model, for anxious depression prediction in real-time tweets is proposed. This mixed anxiety-depressive disorder is…

Social and Information Networks · Computer Science 2019-03-26 Akshi Kumar , Aditi Sharma , Anshika Arora

Recently we developed a novel method for assessing the hierarchical modularity of functional brain networks - the probability associated community estimation(PACE). The PACE algorithm is unique in that it permits a dual formulation, thus…

Neurons and Cognition · Quantitative Biology 2018-01-08 Sean D. Conrin , Liang Zhan , Zachery D. Morrissey , Mengqi Xing , Angus Forbes , Pauline Maki , Mohammed R. Milad , Olusola Ajilore , Alex D. Leow

The relationships between workload and fatigue or sleepiness are investigated through the analysis of rosters and responses to questionnaires from Brazilian aircrews, taken from Fadig\^ometro database. The approach includes temporal markers…

To what extent user's stance towards a given topic could be inferred? Most of the studies on stance detection have focused on analysing user's posts on a given topic to predict the stance. However, the stance in social media can be inferred…

Social and Information Networks · Computer Science 2019-08-09 Abeer Aldayel , Walid Magdy

According to prior work, the type of relationship between the person consuming alcohol and others in the surrounding (friends, family, spouse, etc.), and the number of those people (alone, with one person, with a group, etc.) are related to…

Social and Information Networks · Computer Science 2021-08-04 Lakmal Meegahapola , Florian Labhart , Thanh-Trung Phan , Daniel Gatica-Perez

The ubiquity of smartphone usage in many people's lives make it a rich source of information about a person's mental and cognitive state. In this work we analyze 12 weeks of phone usage data from 113 older adults, 31 with diagnosed…

Machine Learning · Computer Science 2019-11-14 Jonas Rauber , Emily B. Fox , Leon A. Gatys

This paper explores the identification of smartphone users when certain samples collected while the subject felt happy, upset or stressed were absent or present. We employ data from 19 subjects using the StudentLife dataset, a dataset…

Human-Computer Interaction · Computer Science 2019-07-01 Khadija Zanna , Sayde King , Tempestt Neal , Shaun Canavan