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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

Timely stress detection is crucial for protecting vulnerable groups from long-term detrimental effects by enabling early intervention. Wearable devices, by collecting real-time physiological signals, offer a solution for accurate stress…

Computer Vision and Pattern Recognition · Computer Science 2024-07-23 Gelei Xu , Ruiyang Qin , Zhi Zheng , Yiyu Shi

Linear and non-linear measures of heart rate variability (HRV) are widely investigated as non-invasive indicators of health. Stress has a profound impact on heart rate, and different meditation techniques have been found to modulate…

Human-Computer Interaction · Computer Science 2019-10-02 Debanjan Borthakur , Victoria Grace , Paul Batchelor , Harishchandra Dubey , Kunal Mankodiya

Thermal comfort is a personal assessment of one's satisfaction with the surroundings. Yet, most thermal comfort delivery mechanisms preclude physiological and psychological precursors to thermal comfort. Accordingly, many people feel either…

Other Quantitative Biology · Quantitative Biology 2020-02-19 Kizito Nkurikiyeyezu , Yuta Suzuki , Yoshito Tobe , Guillaume Lopez , Kiyoshi Itao

The great behavioral heterogeneity observed between individuals with the same psychiatric disorder and even within one individual over time complicates both clinical practice and biomedical research. However, modern technologies are an…

Neurons and Cognition · Quantitative Biology 2023-05-25 Michaela Ennis

Background: Adolescents are particularly vulnerable to mental disorders, with over 75% of cases manifesting before the age of 25. Research indicates that only 18 to 34% of young people experiencing high levels of depression or anxiety…

Stress is a complex issue with wide-ranging physical and psychological impacts on human daily performance. Specifically, acute stress detection is becoming a valuable application in contextual human understanding. Two common approaches to…

Machine Learning · Computer Science 2022-03-21 Van-Tu Ninh , Manh-Duy Nguyen , Sinéad Smyth , Minh-Triet Tran , Graham Healy , Binh T. Nguyen , Cathal Gurrin

Anxiety affects human capabilities and behavior as much as it affects productivity and quality of life. It can be considered as the main cause of depression and suicide. Anxious states are easily detectable by humans due to their acquired…

Computer Vision and Pattern Recognition · Computer Science 2019-08-07 Asma Baghdadi , Yassine Aribi , Rahma Fourati , Najla Halouani , Patrick Siarry , Adel M. Alimi

Teachers play a pivotal role in fostering students' emotional and cognitive development. Teachers need to regulate their emotions in order to co-regulate students. Here using a unique mixed method approach, we investigate the relationship…

Human-Computer Interaction · Computer Science 2025-02-24 Lara Chehayeb , Katarzyna Olszynska , Chirag Bhuvaneshwara , Dimitra Tsovaltzi

Identifying neural markers of stress and cognitive load is key to developing scalable tools for mental state assessment. This study evaluated whether a single-channel high-density EEG (hdrEEG) system could dissociate cognitive and…

Neurons and Cognition · Quantitative Biology 2025-07-15 Neta Batya Maimon , Lior Molcho , Talya Zaimer , Ofir Chibotero , Nathan Intrator , Eliezer Yahalom

Inferring human mental state (e.g., emotion, depression, engagement) with sensing technology is one of the most valuable challenges in the affective computing area, which has a profound impact in all industries interacting with humans. The…

Human-Computer Interaction · Computer Science 2021-12-01 Nan Gao , Mohammad Saiedur Rahaman , Wei Shao , Flora D. Salim

The possibility of recognizing diverse aspects of human behavior and environmental context from passively captured data motivates its use for mental health assessment. In this paper, we analyze the contribution of different passively…

Stress affects physical and mental health, and wearable devices have been widely used to detect daily stress through physiological signals. However, these signals vary due to factors such as individual differences and health conditions,…

Machine Learning · Computer Science 2025-06-04 Yi Xiao , Harshit Sharma , Sawinder Kaur , Dessa Bergen-Cico , Asif Salekin

Understanding how neural dynamics shape cognitive experiences remains a central challenge in neuroscience and psychiatry. Here, we present a novel framework leveraging state-to-output controllability from dynamical systems theory to model…

Engagement measurement finds application in healthcare, education, services. The use of physiological and behavioral features is viable, but the impracticality of traditional physiological measurement arises due to the need for contact…

Computer Vision and Pattern Recognition · Computer Science 2024-05-15 Alexander Vedernikov , Zhaodong Sun , Virpi-Liisa Kykyri , Mikko Pohjola , Miriam Nokia , Xiaobai Li

Human beings often experience stress, which can significantly influence their performance. This study explores whether Large Language Models (LLMs) exhibit stress responses similar to those of humans and whether their performance fluctuates…

Human-Computer Interaction · Computer Science 2025-01-29 Guobin Shen , Dongcheng Zhao , Aorigele Bao , Xiang He , Yiting Dong , Yi Zeng

Serious games for health are designed with specific health objectives and are increasingly being used in mental health interventions. Leveraging sensor equipped handheld devices such as smartphones and smartwatches, these games can provide…

Human-Computer Interaction · Computer Science 2025-11-26 Md Mosharaf Hossan , Rifat Ara Tasnim , Farjana Z Eishita

Although HRV (Heart Rate Variability) analyses have been carried out for several decades, several limiting factors still make these analyses useless from a clinical point of view. The present paper aims at overcoming some of these limits by…

Medical Physics · Physics 2013-11-07 Orazio A. Barra , Luciano Moretti

Many sexually mature females suffer from premenstrual syndrome (PMS), but effective coping methods for PMS are limited due to the complexity of symptoms and unclear pathogenesis. Awareness has shown promise in alleviating PMS symptoms but…

Quantitative Methods · Quantitative Biology 2025-07-01 Makiko Aok , Mai Nishimura , Masato Suzuki , Eiriko Terasawa , Hisayo Okayama

Understanding and mitigating drivers' negative emotions, stress levels, and anxiety is of high importance for decreasing accident rates, and enhancing road safety. While detecting drivers' stress and negative emotions can significantly help…

Human-Computer Interaction · Computer Science 2022-06-14 Arash Tavakoli , Nathan Lai , Vahid Balali , Arsalan Heydarian