transferwise / hisel

Feature selection tool based on Hilbert-Schmidt Independence Criterion
Apache License 2.0
2 stars 0 forks source link

Dependence on ensemble - failure of HSIC #24

Closed claudio-tw closed 1 year ago

claudio-tw commented 1 year ago

Context

This Pr provides an example where HSIC Lasso in not capble of selecting the relevant subset of feaatures. The example is with categorical variables and classification. Given $d$ independent variables $X_i$ with non-negative integer value the target is $Y = 1(X_1 = X_2)$.

Checklist