Conditional PED-ANOVA: Hyperparameter Importance in Hierarchical & Dynamic Search Spaces

Kaito Baba, Yoshihiko Ozaki, Shuhei Watanabe

We propose conditional PED-ANOVA (condPED-ANOVA), a principled framework for estimating hyperparameter importance (HPI) in conditional search spaces, where the presence or domain o…