Model Perspective
Oct 24, 2022 · Artificial Intelligence
Understanding RuleFit: Combining Tree Rules with Linear Models for Interpretable AI
RuleFit, introduced by Friedman and Popescu in 2008, integrates decision‑tree‑derived rules with linear regression to boost predictive accuracy while maintaining strong interpretability, and this article explains its definition, rule extraction, algorithmic implementation, code example, advantages, limitations, and practical insights.
RuleFitensemble treesfeature engineering
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