使用密集层深度学习模型对脏疾病进行分类.
Amal Al-Rasheed1, Sheikh Muhammad Saqib2, Muhammad Zubair Asghar3
1Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.
SLAS technology
|June 30, 2025
概括
精确检测慢性病 (CKD) 是至关重要的. 一个新的深度学习模型实现了99%的准确性,为早期CKD诊断和管理提供了高度可靠的工具.
科学领域:
- 腎臟病學 (nephrology) 是一種醫學專業.
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 慢性病 (CKD) 对健康构成重大风险,需要早期诊断和有效管理.
- 机器学习和深度学习越来越多地被用于病检测.
- 深度学习模型需要特定的组件,如隐藏层,激活函数,优化器和时代,以准确识别疾病.
研究的目的:
- 开发和评估一个高度准确的深度学习模型,用于自动检测慢性病.
- 根据既定指标评估拟议模型的性能,并将其与其他现有模型进行比较.
主要方法:
- 使用了一个公开可访问的数据集,包含24个独立的特征.
- 开发了具有优化架构的密集层次深度神经网络.
- 采用了关键的深度学习参数,包括隐藏层,激活函数,优化器和时代.
主要成果:
- 提出的深度学习模型实现了出色的99%准确性.
- 通过高精度,回忆和F1分数 (0.99) 验证了性能.
- 通过ROC AUC (0.9821) 和马修斯相关系数 (0.9727) 确认了稳定性和一致性.
结论:
- 与其他评估模型相比,开发的深度学习模型在慢性病检测方面表现出卓越的准确性.
- 该模型的高性能指标表明其作为临床应用的可靠工具的潜力.
- 优化的深度神经网络架构对于自动病诊断是有效的.
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