Optimization of diabetes prediction methods based on combinatorial balancing algorithm.

Journal: Nutrition & diabetes
Published Date: Aug 14, 2024

Abstract

BACKGROUND: Diabetes, as a significant disease affecting public health, requires early detection for effective management and intervention. However, imbalanced datasets pose a challenge to accurate diabetes prediction. This imbalance often results in models performing poorly in predicting minority classes, affecting overall diagnostic performance.

Authors

  • HuiZhi Shao
    Jinan Engineering Polytechnic, Ji-Nan, Shandong, China.
  • Xiang Liu
    College of Agricultural Science and Engineering, Hohai University, Nanjing 210098, China; Anhui Provincial Key Laboratory of Environmental Pollution Control and Resource Reuse, Anhui Jianzhu University, Hefei 230009, China.
  • DaShuai Zong
    College of Intelligent Equipment, Shandong University of Science & Technology, Tai-an, Shandong, China.
  • QingJun Song
    Tai-an School, Shandong University of Science & Technology, Tai-an, Shandong, China.

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