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Objective measures, sensors and computational techniques for stress recognition and classification: a survey
1Information and Human Centred Computing Research Group, Research School of Computer Science, Australian National University, Canberra, ACT 0200, Australia. nandita.sharma@anu.edu.au
This survey explores unobtrusive sensors and computational methods for measuring computed stress. It highlights benefits for individuals and society, paving the way for advanced stress monitoring and management.
Area of Science:
- Biomedical Engineering
- Computer Science
- Psychology
Background:
- Stress is a significant societal concern impacting individual well-being and societal functions.
- Stress research offers benefits in personal performance, learning, productivity, and public health.
- Developing methods for regular, unobtrusive stress monitoring is crucial for at-risk populations.
Purpose of the Study:
- To survey sensors for measuring stress, focusing on non-invasive and unobtrusive options.
- To investigate computational techniques for modeling and analyzing stress data.
- To introduce and define the concept of 'computed stress' for regular monitoring.
Main Methods:
- Review of existing literature on stress measurement sensors.
- Analysis of computational modeling techniques including Bayesian networks, artificial neural networks, and support vector machines.
- Focus on sensors that enable continuous monitoring without impeding daily activities.
Main Results:
- Identification of various non-invasive and unobtrusive sensors suitable for continuous stress monitoring.
- Overview of computational techniques for sensor fusion and automated stress data analysis.
- Discussion of the potential for 'computed stress' monitoring in diverse applications.
Conclusions:
- Non-invasive sensors and advanced computational models are key to effective stress monitoring.
- Further research in computational stress modeling can enhance individual and societal well-being.
- The concept of 'computed stress' offers a new avenue for proactive stress management.
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