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Simulation Results on the Effect of Ensemble on Data Imbalance

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NIAID Data Ecosystem2026-05-01 收录
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https://doi.org/10.7910/DVN/ONTUOL
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This dataset contains all the simulation results on the effect of ensemble models in dealing with data imbalance. The simulations are performed with sample size n=2000, number of variables p=200, and number of groups k=20 under six imbalanced scenarios. It shows the result of ensemble models with threshold from [0, 0.05, 0.1, ..., 0.95, 1.0], in terms of the overall AP/AR and discrete (continuous) specific AP/AR. This dataset serves as a reference for practitioners to find the appropriate ensemble threshold that fits their business needs the best.
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2023-04-01
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