一个用于数据评估的新框架,使用边缘技术来改善传染病的检测
Mohd Anjum1, Hong Min2, Zubair Ahmed3
1Department of Computer Engineering, Aligarh Muslim University, Aligarh 202002, India.
Diagnostics (Basel, Switzerland)
|June 19, 2024
概括
这项研究引入了用于快速检测传染病的组合数据评估方案. 该系统通过在边缘设备之间共享数据来增强早期识别和风险评估,减少错误和数据重复.
科学领域:
- 流行病学 流行病学
- 数据科学数据科学数据科学
- 公共卫生 公共卫生
背景情况:
- 传染病在全球面临重大风险,需要有效的传播控制和错误信息管理.
- 数据分析技术的进步为快速识别疾病和风险评估提供了有希望的解决方案.
研究的目的:
- 提出一个组合数据评估方案,以加快传染病检测.
- 提高流行病识别和风险评估的准确性和效率.
主要方法:
- 在边缘设备之间实施数据共享策略,以防止数据复制.
- 利用索引数据收集和树分类器来加强早期检测和信息辨别.
- 整合数据相似性和指数测量以尽量减少评估错误.
主要成果:
- 拟议方案在风险检测和评估方面表现出高度准确性.
- 该系统通过非线性积累比较有效减少评估错误和数据重复.
- 观察到疾病检测和降低风险的效率有所提高.
结论:
- 组合数据评估方案为传染病监测提供了一个强大的方法.
- 该方法提高了流行病识别,风险评估和数据管理效率.
- 这种技术解决方案通过减轻疾病传播,有助于改善公共卫生结果.
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