Tag: knockoff

Knoop: Practical Enhancement of Knockoff with Over-Parameterization for Variable Selection arXiv:2501.17889v1 Announce Type: new Abstract: Variable selection plays a crucial role in enhancing modeling effectiveness across diverse fields, addressing the challenges posed by high-dimensional datasets of correlated variables. This work introduces a novel approach namely Knockoff with over-parameterization (Knoop) to enhance Knockoff filters for variable…