Abstract: Highlights•PnT, a novel approach that learns a path-based encoding from a decision forest.•PnT-DT, a contradiction-free born-again tree, converting forest knowledge into a DT.•PnT-RF enhances RF’s predictive performance via path-based encoding.
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