Ranking Perspective for Tree-based Methods with Applications to Symbolic Feature Selection

Hengrui Luo, Meng Li

Tree-based methods are powerful nonparametric techniques in statistics and machine learning. However, their effectiveness, particularly in finite-sample settings, is not fully unde…