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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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Gardado en:
Principais autores: Raza Hasan, Vishal Dattana, Salman Mahmood, Saqib Hussain
Formato: Artigo
Idioma:Inglês
Publicado: MDPI AG 2024-12-01
Series:Information
Assuntos:
AutoML
explainable AI (XAI)
diabetes prediction
SHAP
LIME
counterfactual analysis
Acceso en liña:https://www.mdpi.com/2078-2489/16/1/7
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