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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

D. Latha

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Open access Aug 2026

SMOTE-Stack-XAI: An Explainable Stacked Ensemble Learning Framework Integrating Random Forest, XGBoost, SVM and Deep Neural Networks for Real-Time Credit Card Fraud Detection

SMOTE-Stack-XAI, a stacked ensemble framework that uses the Synthetic Minority Oversampling Technique (SMOTE) to address class imbalance, outperforms the RF, hybrid RF-SVM, and hybrid SVM-LR baselines with an accuracy of 99.3%, precision of 99.2%, recall of 99.4%, and F1-score of 99.3%.

Bhukya Dharma, D. Latha · 0 citations

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