Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Diabetic Nephropathy01:28

Diabetic Nephropathy

Definition Diabetic nephropathy is a chronic kidney complication that results from prolonged hyperglycemia.Prevalence It is the most common cause of chronic kidney disease (CKD) and end-stage renal disease (ESRD) worldwide, affecting up to half of individuals with diabetes.Pathophysiology • Sustained hyperglycemia triggers multiple hemodynamic and metabolic changes in the kidney. • Early in the disease, increased renal blood flow and glomerular hyperfiltration occur due to afferent arteriolar...

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Geotechnical challenges of urban expansion in Mila Town (NE Algeria): an integrated Engineering Ground Model (EGM) approach.

Scientific reports·2026
Same author

Metaheuristic-optimized interaction-aware deep learning with large language model assistance for data-driven water quality prediction.

Scientific reports·2026
Same author

Human-inspired hyperparameter optimization for long-horizon forecasting of freshwater and desalination per-capita dynamics.

Scientific reports·2026
Same author

Sliding mode control gain optimization for a robot arm manipulator using an improved stochastic framework.

Scientific reports·2026
Same author

An optimization-driven hierarchical deep learning approach using the Gray Langurs algorithm for data-driven seismic activity prediction.

Scientific reports·2026
Same author

Deposit characterizations and engineering-geotechical modeling for sustainable urbanisation in the Mila basin (NE Algeria).

Scientific reports·2026
Same journal

Turbulent flow in a vortex separator with a directed pipe inlet.

Scientific reports·2026
Same journal

Systematic characteristic evaluation of clay-based cementitious material derived from calcium carbide residue and waste tile powder.

Scientific reports·2026
Same journal

Retraction Note: Improvement of a rapid diagnostic application of monoclonal antibodies against avian influenza H7 subtype virus using Europium nanoparticles.

Scientific reports·2026
Same journal

Applying large language models to spam detection in the Kazakh low-resource language setting.

Scientific reports·2026
Same journal

An open-source 3D printing system enabling in-situ freeze-thaw processing of hydrogels.

Scientific reports·2026
Same journal

An enhanced EfficientNet framework for automated waste classification using cosine annealing and label smoothing.

Scientific reports·2026
查看所有相关文章

相关实验视频

Updated: May 13, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
07:35

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

7.4K

使用动态水轮工厂优化算法对糖尿病进行了优化分类.

El-Sayed M El-Kenawy1, Amel Ali Alhussan2, Doaa Sami Khafaga2

  • 1Department of Communications and Electronics, Delta Higher Institute of Engineering and Technology, Mansoura, 35111, Egypt.

Scientific reports
|October 8, 2024
PubMed
概括
此摘要是机器生成的。

这项研究引入了一种新的方法来分类糖尿病,使用一种称为动态水轮植物算法 (DWWPA) 的新型特征选择技术来优化K-最近邻居 (KNN) 模型. 优化为DWWPA的KNN模型实现了98.9%的准确性,超过了糖尿病分类的现有方法.

关键词:
糖尿病 是一种疾病.K-最近的邻居.机器学习 机器学习水轮工厂优化 水轮工厂的优化

更多相关视频

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

975
Author Spotlight: UAV Remote Sensing for Efficient Invasive Plant Biomass Estimation
08:47

Author Spotlight: UAV Remote Sensing for Efficient Invasive Plant Biomass Estimation

Published on: February 9, 2024

1.3K

相关实验视频

Last Updated: May 13, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
07:35

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

7.4K
Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

975
Author Spotlight: UAV Remote Sensing for Efficient Invasive Plant Biomass Estimation
08:47

Author Spotlight: UAV Remote Sensing for Efficient Invasive Plant Biomass Estimation

Published on: February 9, 2024

1.3K

科学领域:

  • 公共卫生 公共卫生
  • 计算生物学 计算生物学
  • 机器学习 机器学习

背景情况:

  • 糖尿病是一种常见的慢性疾病,需要准确的分类方法.
  • 机器学习算法越来越多地用于慢性疾病的分类.
  • 现有的糖尿病分类方法需要提高准确性和效率.

研究的目的:

  • 开发一种新的,准确的方法来对糖尿病进行分类.
  • 引入一种新的特征选择方法,即动态水轮工厂算法 (DWWPA).
  • 使用DWWPA优化K-最近邻居 (KNN) 分类模型,以改善糖尿病分类.

主要方法:

  • 开发动态水轮工厂算法 (DWWPA) 用于特征选择.
  • 在功能选择过程中使用二进制版本的DWWPA (bDWWPA).
  • 使用DWWPA特征选择方法优化K-最近邻居 (KNN) 模型.
  • 将拟议方法与各种机器学习模型和优化技术进行比较.
  • 使用差异分析 (ANOVA) 和威尔科克森签名等级测试进行统计验证.

主要成果:

  • 拟议的DWWPA优化的KNN方法在糖尿病分类中表现出卓越的性能.
  • 该方法实现了98.9%的高分类精度.
  • 统计分析证实了提出的方法对当代方法的意义和优越性.

结论:

  • 新的DWWPA特征选择和KNN优化方法对于准确的糖尿病分类非常有效.
  • 提出的方法超越了现有的分类糖尿病疾病的方法.
  • 这项研究为糖尿病分类提供了基于机器学习的强大而准确的解决方案.