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Muhammad Umar Farooq

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Open access Sep 2026

Machine Learning-Based Predictive Analytics: Investigating the Influence of Feature Selection and Model Optimization on Prediction Accuracy

Overall, the findings demonstrate that integrating feature selection with model optimization substantially enhances classification performance, with the optimized Random Forest emerging as the most accurate and balanced model for the evaluated dataset.

Muhammad Ahsan Tariq, Fasie Haider, Taaha Shahzad et al. · 0 citations

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