A review on mental stress detection using wearable sensors and machine learning techniques

S Gedam, S Paul - IEEE Access, 2021 - ieeexplore.ieee.org
Stress is an escalated psycho-physiological state of the human body emerging in response
to a challenging event or a demanding condition. Environmental factors that trigger stress …

[HTML][HTML] Stress detection in daily life scenarios using smart phones and wearable sensors: A survey

YS Can, B Arnrich, C Ersoy - Journal of biomedical informatics, 2019 - Elsevier
Stress has become a significant cause for many diseases in the modern society. Recently,
smartphones, smartwatches and smart wrist-bands have become an integral part of our lives …

Continuous stress detection using wearable sensors in real life: Algorithmic programming contest case study

YS Can, N Chalabianloo, D Ekiz, C Ersoy - Sensors, 2019 - mdpi.com
The negative effects of mental stress on human health has been known for decades. High-
level stress must be detected at early stages to prevent these negative effects. After the …

Data mining algorithms and techniques in mental health: a systematic review

SG Alonso, I de La Torre-Díez, S Hamrioui… - Journal of medical …, 2018 - Springer
Data Mining in medicine is an emerging field of great importance to provide a prognosis and
deeper understanding of disease classification, specifically in Mental Health areas. The …

Mental stress assessment using ultra short term HRV analysis based on non-linear method

S Lee, HB Hwang, S Park, S Kim, JH Ha, Y Jang… - Biosensors, 2022 - mdpi.com
Mental stress is on the rise as one of the major health problems in modern society. It is
important to detect and manage mental stress to prevent various diseases caused by stress …

Into the wild: the challenges of physiological stress detection in laboratory and ambulatory settings

E Smets, W De Raedt… - IEEE journal of biomedical …, 2018 - ieeexplore.ieee.org
Stress and mental health have become major concerns worldwide. Research has already
extensively investigated physiological signals as quantitative and continuous markers of …

Multilevel mental stress detection using ultra-short pulse rate variability series

M Zubair, C Yoon - Biomedical Signal Processing and Control, 2020 - Elsevier
Prolonged exposure to mental stress reduces human work efficiency in daily life and may
increase the risk of diabetes and cardiovascular diseases. However, identification of the true …

Machine learning based solutions for real-time stress monitoring

RK Nath, H Thapliyal, A Caban-Holt… - IEEE Consumer …, 2020 - ieeexplore.ieee.org
Stress may be defined as the reaction of the body to regulate itself to changes within the
environment through mental, physical, or emotional responses. Recurrent episodes of acute …

How to relax in stressful situations: a smart stress reduction system

YS Can, H Iles-Smith, N Chalabianloo, D Ekiz… - Healthcare, 2020 - mdpi.com
Stress is an inescapable element of the modern age. Instances of untreated stress may lead
to a reduction in the individual's health, well-being and socio-economic situation. Stress …

State-of-the-art of stress prediction from heart rate variability using artificial intelligence

Y Haque, RS Zawad, CSA Rony, H Al Banna… - Cognitive …, 2024 - Springer
Recent advancements in the manufacturing and commercialisation of miniaturised sensors
and low-cost wearables have enabled an effortless monitoring of lifestyle by detecting and …