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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Merit Chinonso Opara

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Open access Sep 2026

Income Prediction Using Dimensionality Reduction Analysis and Machine Learning Models

Predictive analytics has become an essential component of modern data-driven decision-making across industries. One key application of predictive analytics is income prediction. Machine learning models are developed to classify individuals based on their income level using demographic, educational, and employment-re...

Merit Chinonso Opara · 0 citations
#explainable ai Open access Sep 2026

Explainable Fraud Detection AI System in Financial Sector

The study shows that ensemble models on the original feature space provide highly accurate and stable fraud detection on this dataset and SHAP analysis reveals that source and destination balances, transaction amount and type are the most influential features.

Merit Chinonso Opara · 0 citations

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