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Evaluating XAI techniques under class imbalance using CPRD data

IntroductionThe need for eXplainable Artificial Intelligence (XAI) in healthcare is more critical than ever, especially as regulatory frameworks such as the European Union Artificial Intelligence (EU AI) Act mandate transparency in clinical decision support systems. Post hoc XAI techniques such as L...

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Principais autores: Teena Rai, Jun He, Jaspreet Kaur, Yuan Shen, Mufti Mahmud, David J. Brown, Emma O'Dowd, David Baldwin
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2025-11-01
Serier:Frontiers in Artificial Intelligence
Fag:
eXplainable AI
LIME
SHAP
PDP
class imbalance
CPRD
Online adgang:https://www.frontiersin.org/articles/10.3389/frai.2025.1682919/full
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