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In today's world, stress is a big problem that affects people's health and happiness. More and more people are feeling stressed out, which can lead to lots of health issues like breathing problems, feeling overwhelmed, heart attack,…

Machine Learning · Computer Science 2024-12-11 Ashutosh Singh , Khushdeep Singh , Amit Kumar , Abhishek Shrivastava , Santosh Kumar

Objective: A person's affective state has known relationships to physiological processes which can be measured by wearable sensors. However, while there are general trends those relationships can be person-specific. This work proposes using…

Applications · Statistics 2020-02-12 Callum L. Stewart , Amos Folarin , Richard Dobson

Introduction. The stress response has both subjective, psychological and objectively measurable, biological components. Both of them can be expressed differently from person to person, complicating the development of a generic stress…

Artificial Intelligence · Computer Science 2023-04-18 Gideon Vos , Kelly Trinh , Zoltan Sarnyai , Mostafa Rahimi Azghadi

Mental stress is a largely prevalent condition known to affect many people and could be a serious health concern. The quality of human life can be significantly improved if mental health is properly managed. Towards this, we propose a…

Systems and Control · Electrical Eng. & Systems 2022-06-23 Muhammad Majid , Aamir Arsalan , Syed Muhammad Anwar

In this paper, we present an experimental study for the classification of perceived human stress using non-invasive physiological signals. These include electroencephalography (EEG), galvanic skin response (GSR), and photoplethysmography…

Signal Processing · Electrical Eng. & Systems 2019-05-17 Aamir Arsalan , Muhammad Majid , Syed Muhammad Anwar , Ulas Bagci

Student mental health is an increasing concern in academic institutions, where stress can severely impact well-being and academic performance. Traditional assessment methods rely on subjective surveys and periodic evaluations, offering…

Machine Learning · Computer Science 2025-08-05 Md Sultanul Islam Ovi , Jamal Hossain , Md Raihan Alam Rahi , Fatema Akter

Satisfaction measurement, which emerges in every sector today, is a very important factor for many companies. In this study, it is aimed to reach the highest accuracy rate with various machine learning algorithms by using the data on Yemek…

Computation and Language · Computer Science 2022-01-12 Özlem Aktaş , Berkay Coşkuner , İlker Soner

This study provides a predictive measurement tool to examine perceived anxiety from a longitudinal perspective, using a non-intrusive machine learning approach to scale human rating of anxiety in microblogs. Results suggest that our chosen…

Human-Computer Interaction · Computer Science 2019-09-17 Dritjon Gruda , Souleiman Hasan

Cognitive reappraisal is a well-studied emotion regulation strategy that helps individuals reinterpret stressful situations to reduce their impact. Many digital mental health tools struggle to support this process because rigid scripts fail…

Human-Computer Interaction · Computer Science 2026-01-05 Ananya Bhattacharjee , Jina Suh , Mohit Chandra , Javier Hernandez

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

While acute stress has been shown to have both positive and negative effects on performance, not much is known about the impacts of stress on students grades during examinations. To answer this question, we examined whether a correlation…

Machine Learning · Computer Science 2023-01-31 Willie Kang , Sean Kim , Eliot Yoo , Samuel Kim

This paper presents a comprehensive review of methods covering significant subjective and objective human stress detection techniques available in the literature. The methods for measuring human stress responses could include subjective…

Human-Computer Interaction · Computer Science 2023-06-08 Aamir Arsalan , Muhammad Majid , Imran Fareed Nizami , Waleed Manzoor , Syed Muhammad Anwar , Jihyoung Ryu

In healthcare, detecting stress and enabling individuals to monitor their mental health and wellbeing is challenging. Advancements in wearable technology now enable continuous physiological data collection. This data can provide insights…

Computers and Society · Computer Science 2023-06-09 Zachary Dair , Muhammad Muneeb Saad , Urja Pawar , Samantha Dockray , Ruairi O'Reilly

Time pressure and question difficulty can trigger stress and cognitive overload in web-based surveys, compromising data quality and user experience. Most stress detection methods are based on low-resolution self-reports, which are poorly…

Human-Computer Interaction · Computer Science 2026-01-27 Ailin Liu , Francesco Chiossi , Felix Henninger , Lisa Bondo Andersen , Tobias Wistuba , Sonja Greven , Frauke Kreuter , Fiona Draxler

Stress remains a significant social problem for individuals in modern societies. This paper presents a machine learning approach for the automatic detection of stress of people in a social situation by combining two sensor systems that…

In the current age, human lifestyle has become more knowledge oriented leading to generation of sedentary employment. This has given rise to a number of health and mental disorders. Mental wellness is one of the most neglected but crucial…

Machine Learning · Computer Science 2023-06-19 Rahee Walambe , Pranav Nayak , Ashmit Bhardwaj , Ketan Kotecha

Background: Studies have shown the potential adverse health effects, ranging from headaches to cardiovascular disease, associated with long-term negative emotions and chronic stress. Since many indicators of stress are imperceptible to…

Machine Learning · Computer Science 2023-08-29 Joe Li , Peter Washington

This paper investigates the possibility of creating a machine learning tool that automatically determines the state of mind and emotion of an individual through a questionnaire, without the aid of a human expert. The state of mind and…

Machine Learning · Computer Science 2021-08-10 Rodrigo S. Jamisola

Ensuring fairness of machine learning systems is a human-in-the-loop process. It relies on developers, users, and the general public to identify fairness problems and make improvements. To facilitate the process we need effective, unbiased,…

Human-Computer Interaction · Computer Science 2019-01-24 Jonathan Dodge , Q. Vera Liao , Yunfeng Zhang , Rachel K. E. Bellamy , Casey Dugan

Workplace stress is often considered to be negative, yet lab studies on individuals suggest that not all stress is bad. There are two types of stress: distress refers to harmful stimuli, while eustress refers to healthy, euphoric stimuli…

Social and Information Networks · Computer Science 2022-12-22 Sanja Šćepanović , Marios Constantinides , Daniele Quercia , Seunghyun Kim
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