Physiological stress level estimation based on smartphone logs

N Yamamoto, K Ochiai, A Inagaki… - … on mobile computing …, 2018 - ieeexplore.ieee.org
Recently, inferring the state of people's mental health via passive mobile sensing has
attracted significant attention. Previous studies have used the self-assessed stress levels as …

Passive monitoring of physiological precursors of stress leveraging smartwatch data

S Fazeli, L Levine, M Beikzadeh… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Developing the capability to continuously and noninvasively monitor the mental health
status of individuals is a critical focus in the mHealth domain. The use of passively …

Assessing mental stress based on smartphone sensing data: an empirical study

F Wang, Y Wang, J Wang, H Xiong… - … Advanced & Trusted …, 2019 - ieeexplore.ieee.org
Mental stress is a critical factor affecting one's physical and mental well-being. At the early
stage, the effect of stress is often underestimated, while it usually leads to serious issue …

[图书][B] Detecting change in depressive symptoms from daily wellbeing questions, personality, and activity

O DeMasi, A Aguilera, B Recht - 2016 - ieeexplore.ieee.org
Depression is the most common mental disorder and is negatively impactful to individuals
and their social networks. Passive sensing of behavior via smartphones may help detect …

Towards multi-modal anticipatory monitoring of depressive states through the analysis of human-smartphone interaction

A Mehrotra, R Hendley, M Musolesi - … of the 2016 ACM international joint …, 2016 - dl.acm.org
Remarkable advances in smartphone technology, especially in terms of passive sensing,
have enabled researchers to passively monitor user behavior in real-time and at a …

State affect recognition using smartphone sensing data

L Cai, M Boukhechba, C Wu, PI Chow… - Proceedings of the …, 2018 - dl.acm.org
Momentary experiences of positive and negative emotionality---also referred to as state
affect---are core components of well-being and performance. The ability to unobtrusively …

Mobile sensing at the service of mental well-being: a large-scale longitudinal study

S Servia-Rodríguez, KK Rachuri, C Mascolo… - Proceedings of the 26th …, 2017 - dl.acm.org
Measuring mental well-being with mobile sensing has been an increasingly active research
topic. Pervasiveness of smartphones combined with the convenience of mobile app …

Smartphone-based mental state estimation: A survey from a machine learning perspective

Y Fukazawa, N Yamamoto, T Hamatani… - Journal of Information …, 2020 - jstage.jst.go.jp
Monitoring mental health has received considerable attention as a countermeasure against
the increasing occurrence of mental illness worldwide. However, current monitoring services …

iSenseStress: Assessing stress through human-smartphone interaction analysis

M Ciman, K Wac, O Gaggi - 2015 9th International conference …, 2015 - ieeexplore.ieee.org
Stress condition, if experienced for an extended amount of time, can negatively affect
individual's health. Several external sensors monitoring different physiological states …

[HTML][HTML] Predicting anxiety state using smartphone-based passive sensing

Y Fukazawa, T Ito, T Okimura, Y Yamashita… - Journal of biomedical …, 2019 - Elsevier
This study predicts the change of stress levels using real-world and online behavioral
features extracted from smartphone log information. Previous studies of stress detection …