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Joon Suk Park

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#machine learning Preprint Sep 2026

Improving the Predictive Performance of Bootstrap Aggregating by Dirichlet Resampling

We revisit Breiman's observation that reducing inter-tree correlation without weakening individual trees can improve random forests. Building on this principle, we introduce two variants: Dirichlet-Multinomial Bagging Random Forest (DM) and Dirichlet-Weighted Random Forest (DW). Both modulate sample reweighting via a c...

Quoc V. Le, Joon Suk Park · 0 citations

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