Towards Transparent Diabetes Prediction: Combining AutoML and Explainable AI for Improved Clinical Insights

Diabetes is a global health challenge that requires early detection for effective management. This study integrates Automated Machine Learning (AutoML) with Explainable Artificial Intelligence (XAI) to improve diabetes risk prediction and enhance model interpretability for healthcare professionals....

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Bibliographic Details

Published in:	Information
Main Authors:	Raza Hasan, Vishal Dattana, Salman Mahmood, Saqib Hussain
Format:	Article
Language:	English
Published:	MDPI AG 2024-12-01
Subjects:	AutoML explainable AI (XAI) diabetes prediction SHAP LIME counterfactual analysis
Online Access:	https://www.mdpi.com/2078-2489/16/1/7