压力和情绪开放获取数据:对数据集,模式,方法,挑战和未来研究前景的审查
Aleksandr Ometov1, Anzhelika Mezina2, Hsiao-Chun Lin1
1Wireless Research Center, Tampere University, Tampere, Finland.
Journal of healthcare informatics research
|July 29, 2025
概括
本综述检查了使用可穿戴传感器检测情绪和压力的开放访问数据集. 对于电子健康应用的现实数据收集和验证仍然存在挑战.
科学领域:
- 电子健康 电子健康
- 可穿戴技术可穿戴技术
- 情感计算是一种情感计算.
背景情况:
- 远程患者监控对于个性化电子健康护理至关重要.
- 在电子健康中,情绪和压力识别面临着由于数据主观性和复杂性而面临的挑战.
研究的目的:
- 审查用于情绪和压力检测的开放式多式联络数据集.
- 分析数据集特征,获取方法和分类挑战.
主要方法:
- 专注于可穿戴设备的生理信号.
- 审查先进的数据处理方法.
- 检查数据集的特征,获取和分类.
主要成果:
- 在数据收集和算法开发方面取得了显著进展.
- 限制包括现实世界的变化,个体差异和客观验证的困难.
- 自我报告和上下文数据可以提高性能,但缺乏一致性.
结论:
- 需要进一步的研究来解决隐私问题,长期的数据注释,以及在不受控制的环境中的稳定性.
- 保护隐私的策略和跨学科的合作对于可靠,可扩展的情感意识的电子卫生系统至关重要.
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