对于学习分析的可穿戴传感器的进展:趋势,挑战和前景
Huaqing Hong1,2, Ling Dai3,4, Xiulin Zheng5
1Institute of Language Sciences, Shanghai International Studies University, Shanghai 201620, China.
Sensors (Basel, Switzerland)
|May 14, 2025
概括
可穿戴式传感器提供了对学生学习的洞察力,但产生了复杂的数据. 本综述探讨了教育学习分析中可穿戴传感器数据的方法,解决了关键挑战和未来方向.
科学领域:
- 教育技术的教育技术
- 学习分析学习分析
- 人与计算机的交互
背景情况:
- 可穿戴传感器技术越来越多地用于教育,以监控学生的参与和学习环境.
- 这些传感器的大量数据对有效的学习分析提出了重大挑战.
- 现有的研究缺乏对解决这些可穿戴传感器数据挑战的方法的系统审查.
研究的目的:
- 进行全面的学习分析研究综述,结合可穿戴技术.
- 确定解决教育中的可穿戴传感器数据挑战的方法和方法.
- 为教育环境中可穿戴传感器提出未来的研究和应用趋势.
主要方法:
- 系统审查学习分析中可穿戴传感器技术的历史发展和当前状态.
- 在教育环境中检查多式联络传感器应用.
- 对研究的分析,以解决数据挑战,伦理考虑和可解释性.
主要成果:
- 确定了包括道德考虑,可解释学习分析和数据管理在内的关键挑战.
- 强调需要多式联网传感器应用程序来增强学习分析.
- 概述了教育中可穿戴传感器的当前趋势和未来发展方向.
结论:
- 可穿戴式传感器具有通过数据驱动的洞察力改变教育实践的巨大潜力.
- 解决数据复杂性,伦理问题和可解释性对于成功集成至关重要.
- 未来的研究应该专注于开发可穿戴传感器数据在学习分析中的强大框架.
相关概念视频
01:29Issues And Trends In Healthcare Delivery System
5.5K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.5K
01:30Current Trends in Nursing II
1.2K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
1.2K