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Loneliness is a growing health concern as it can lead to depression and other associated mental health problems for people who experience feelings of loneliness over prolonged periods of time. Utilizing passive sensing methods that use…

Human-Computer Interaction · Computer Science 2024-02-09 Malik Muhammad Qirtas , Evi Zafeiridi , Eleanor Bantry White , Dirk Pesch

Background: Mobile phone sensor technology has great potential in providing behavioral markers of mental health. However, this promise has not yet been brought to fruition. Objective: The objective of our study was to examine challenges…

Computers and Society · Computer Science 2018-08-01 Tjeerd W Boonstra , Jennifer Nicholas , Quincy JJ Wong , Frances Shaw , Samuel Townsend , Helen Christensen

Interpersonal relationships are necessary for successful daily functioning and wellbeing. Numerous studies have demonstrated the importance of social connectivity for mental health, both through direct peer-to-peer influence and by the…

Social and Information Networks · Computer Science 2017-12-07 Tjeerd W. Boonstra , Aliza Werner-Seidler , Bridianne O'Dea , Mark E. Larsen , Helen Christensen

Mental health problems are on the rise globally and strain national health systems worldwide. Mental disorders are closely associated with fear of stigma, structural barriers such as financial burden, and lack of available services and…

Computers and Society · Computer Science 2020-07-27 Kieran Woodward , Eiman Kanjo , David Brown , T. M. McGinnity , Becky Inkster , Donald J Macintyre , Athanasios Tsanas

The adverse effects of loneliness on both physical and mental well-being are profound. Although previous research has utilized mobile sensing techniques to detect mental health issues, few studies have utilized state-of-the-art wearable…

Mental health and general wellness are becoming a growing concern in our society. Environmental factors contribute to mental illness and have the power to affect a person's wellness. This work presents a smartphone-based wellness assessment…

Computers and Society · Computer Science 2020-07-08 Katherine McLeod , Petros Spachos , Konstantinos Plataniotis

Previous studies have shown the correlation between sensor data collected from mobile phones and human depression states. Compared to the traditional self-assessment questionnaires, the passive data collected from mobile phones is easier to…

Mental health is a global epidemic, affecting close to half a billion people worldwide. Chronic shortage of resources hamper detection and recovery of affected people. Effective sensing technologies can help fight the epidemic through early…

Human-Computer Interaction · Computer Science 2021-05-27 Abdul Kawsar Tushar , Muhammad Ashad Kabir , Syed Ishtiaque Ahmed

Increase in workload across many organisations and consequent increase in occupational stress is negatively affecting the health of the workforce. Measuring stress and other human psychological dynamics is difficult due to subjective nature…

Human-Computer Interaction · Computer Science 2015-10-15 Enrique Garcia-Ceja , Venet Osmani , Oscar Mayora

Advances in mobile computing have paved the way for the development of several health applications using smartphone as a platform for data acquisition, analysis and presentation. Such areas where mhealth systems have been extensively…

Computers and Society · Computer Science 2021-12-22 Chinazunwa Uwaoma , Gunjan Mansingh

More than one million people commit suicide every year worldwide. The costs of daily cares, social stigma and treatment issues are still hard barriers to overcome in mental health. Most symptoms of mental disorders are related to the…

Over the years, mobile phones have become versatile devices with a multitude of capabilities due to the plethora of embedded sensors that enable them to capture rich data unobtrusively. In a world where people are more conscious regarding…

Human-Computer Interaction · Computer Science 2021-01-05 Lakmal Meegahapola , Daniel Gatica-Perez

Loneliness is a critical mental health issue among university students, yet traditional monitoring methods rely primarily on retrospective self-reports and often lack real-time behavioral context. This study explores the use of passive…

Human-Computer Interaction · Computer Science 2025-12-02 Qianjie Wu , Tianyi Zhang , Hong Jia , Simon D'Alfonso

Research has proven that stress reduces quality of life and causes many diseases. For this reason, several researchers devised stress detection systems based on physiological parameters. However, these systems require that obtrusive sensors…

Computers and Society · Computer Science 2014-10-23 Andrey Bogomolov , Bruno Lepri , Michela Ferron , Fabio Pianesi , Alex , Pentland

The global mental health crisis is a pressing concern, with college students particularly vulnerable to rising mental health disorders. The widespread use of smartphones among young adults, while offering numerous benefits, has also been…

Computers and Society · Computer Science 2025-05-30 Wei Xuan , Meghna Roy Chowdhury , Yi Ding , Yixue Zhao

Early detection of depressive episodes is crucial in managing mental health disorders such as Major Depressive Disorder (MDD) and Bipolar Disorder. However, existing methods often necessitate active participation or are confined to clinical…

Human-Computer Interaction · Computer Science 2024-04-24 Rahul Islam , Sang Won Bae

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

There is an increasing interest in exploiting mobile sensing technologies and machine learning techniques for mental health monitoring and intervention. Researchers have effectively used contextual information, such as mobility,…

Machine Learning · Computer Science 2017-11-20 Gatis Mikelsons , Matthew Smith , Abhinav Mehrotra , Mirco Musolesi

The onset of old age brings physiological and mental changes, with anxiety and depression being common mental disorders that can trigger other health issues and reduce lifespan. However, due to a global shortage of mental health…

Systems and Control · Electrical Eng. & Systems 2024-10-04 Malik Faizan , P. J. White , Indrakshi Dey

College students are increasingly affected by stress, anxiety, and depression, yet face barriers to traditional mental health care. This study evaluated the efficacy of a mobile health (mHealth) intervention, Mental Health Evaluation and…

Human-Computer Interaction · Computer Science 2025-05-28 Alan Ta , Nilsu Salgin , Mustafa Demir , Kala Phillips Reindel , Ranjana K. Mehta , Anthony McDonald , Carly McCord , Farzan Sasangohar
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