Chapter 10 Diabalance MLEnhancing diabetes detection performance through dataset balancing strategies

Hirak Mondal, Saima Siddika, Anindya Nag, and Anupam Kumar Bairagi

DOI: 10.1201/9781003517993-10

10.1 Introduction

Diabetes, known for its knack of causing mischief with glucose levels in the body, is a rather common medical condition. During the process of eating, particularly when consuming food that contains a significant amount of carbohydrates, our body breaks down the meal into glucose, a form of sugar, which is subsequently released into the bloodstream. Insulin, secreted by the pancreas, is an essential hormone for regulating blood glucose levels and facilitating cellular uptake of glucose for energy production. When glucose starts ...

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