从VR模拟中使用决策树方法进行生理信号分析和压力分类

Syem Ishaque1, Naimul Khan1, Sridhar Krishnan1

  • 1Department of Electrical, Computer and Biomedical Engineering, Toronto Metropolitan University, Toronto, ON M5B 2K3, Canada.

概括

这项研究使用生理数据和机器学习来对虚拟现实游戏中的压力水平进行分类. 先进的模型在二元压力分类中实现了100%的准确性,证明了有效的压力管理潜力.

相关概念视频

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Physiological Foundation of Stress

Stress triggers a coordinated physiological response involving the sympathetic nervous system (SNS) and the hypothalamic-pituitary-adrenal (HPA) axis. This dual activation ensures that the body is prepared for both immediate and prolonged stress management. The process begins with the perception of a stressor. This initial phase activates the SNS, leading to the rapid release of adrenaline (epinephrine) from the adrenal glands.
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Stress Response System01:21

Stress Response System

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Exercise Stress Test01:26

Exercise Stress Test

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Purposes
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Applications of Stress01:04

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Psychological Responses to Stress01:20

Psychological Responses to Stress

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