Feature Selection: Knockoff Filters
Date:
- Constructed a filter to control the accuracy of the signs of regression coefficients in complicated feature spaces, and achieved a strict directional Type I error control
- Reduced variable selection’s Type I error by 6% compared to Random Forest feature selection method
- Improved the MX knockoff filter in high dimension by screening and selecting steps