一个基于强化联合学习的策略,用于处理尿路疾病数据集
Saleem Ahmed1, Tor-Morten Groenli2, Abdullah Lakhan3
1Department of Computer System Engineering, Dawood University of Engineering and Technology, Sindh, Karachi, Pakistan.
Computers in biology and medicine
|July 13, 2023
概括
这项研究引入了一种新的联合学习和强化学习策略 (FLRLS),用于准确检测尿路感染. 通过FLRLS,诊断准确度提高了5%,同时显著减少了处理延迟,并保障了医疗保健实验室的数据隐私.
科学领域:
- 医学诊断 医学诊断 医学诊断
- 医疗保健中的人工智能
- 机器学习用于疾病检测和检测.
背景情况:
- 尿路疾病,包括尿路感染 (UTI),是越来越普遍的医疗保健挑战.
- 尿检测对于诊断诸如脏病和尿道感染等疾病至关重要.
- 目前用于检测UTI的机器学习方法在数据隐私和处理时间方面面临限制.
研究的目的:
- 开发一种高度准确的尿路感染检测方法,以解决数据隐私和处理延迟的问题.
- 创建一个框架,利用联合学习和强化学习来在不同实验室中检测尿路感染.
主要方法:
- 这个问题被定义为一个组合优化任务,平衡精度和计算延迟.
- 提出了一个联合学习和强化学习策略 (FLRLS),利用实验室尿液数据.
- 确定性代理优化FLRLS内部的数据探索和利用,通过集中地确定UTI.
主要成果:
- 拟议的FLRLS方法显示诊断准确度提高了5%.
- 观察到整体处理延迟的显著减少.
- 该框架成功地平衡了精度提升与最小化的计算时间.
结论:
- FLRLS提供了一个强大的解决方案,用于在医疗机构中准确有效地检测尿路感染.
- 联合学习,强化学习和组合优化的结合解决了现有方法的关键局限性.
- 这种方法提高了诊断能力,同时确保了数据安全,减少了医疗保健运营延误.
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