基于社交媒体的持续压力检测
IEEE journal of biomedical and health informatics
|June 13, 2023
概括
本研究介绍了使用社交媒体数据进行持续压力检测的自适应方法. 它提出了一种新的知识蒸技术,以有效地更新压力检测模型,而无需从头开始重新培训.
科学领域:
- 计算社会科学 计算社会科学
- 机器学习用于心理健康
- 情感计算是一种情感计算.
背景情况:
- 社交媒体越来越多地用于压力检测.
- 现有的模型往往需要通过新数据进行完整的重新训练.
- 需要不断调整压力检测模型.
研究的目的:
- 为了确定压力检测模型的最佳适应触发器.
- 开发一种用于不断调整模型的方法.
- 解决静态应力检测模型的局限性.
主要方法:
- 制定了一个持续应激检测任务.
- 设计了一个协议来量化模型适应触发器.
- 开发了一种基于层继承的知识蒸方法.
主要成果:
- 在三标压力检测中实现了86.32%的准确性.
- 在双标签应力检测中实现了91.56%的准确性.
- 在讯微博数据集上验证了自适应知识蒸方法的有效性.
结论:
- 拟议的自适应层继承方法有效地更新了应力检测模型.
- 持续适应可以在动态的社交媒体环境中提高性能.
- 这种方法提供了一种更有效的方式来保持精确的应力检测模型.
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