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Chunk #55 — Results — Additional analysis: tuned RF

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Random forest versus logistic regression: a large-scale benchmark experiment.
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Tuned RF (TRF) has a slightly better performance than RF: both acc and auc are on average by 0.01 better for TRF than for RF. Apart from this slight average difference, the performances of RF and TRF appear to be similar with respect to subgroup analyses and partial dependence plots. The most noticeable, but not very surprising result is that improvement through tuning tends to be more pronounced in cases where RF performs poorly (compared to LR).