Asymptotic Theory and Phase Transitions for Variable Importance in Quantile Regression Forests

Tomoshige Nakamura, Hiroshi Shiraishi

Quantile Regression Forests (QRF) are widely used for non-parametric conditional quantile estimation, yet statistical inference for variable importance measures remains challenging…