KMAN Publication Inc. (KMANPUB) Health Nexus 2 Serial Number 6 2024 04 01 Prediction of Diabetes using Supervised Learning Approach Prediction of Diabetes using Supervised Learning Approach 103 111 10.61838/kman.hn.2.2.12 EN Journal Article <p>This paper provides an in-depth evaluation of various supervised machine learning models used for predicting diabetes. It discusses the strengths and limitations of several algorithms, including Decision Trees, Random Forest, Rotation Forest, Ensemble Classifier, K-Star, Simple Bayes, Logistic Regression, Functional Tree, and Perceptron Neural Network. The study utilizes a publicly available diabetes dataset from chistio.ir, which includes 520 samples, comprising 200 diabetic patients and 320 non-diabetic patients, and assesses 16 features. Results are validated on the Weka 3.6 open-source platform, using metrics such as AUC, classification accuracy (CA), F1 score, precision, and recall.</p> https://journals.kmanpub.com/index.php/Health-Nexus/article/download/2457/3459