Knockoffs for the Mass: New Feature Importance Statistics with False Discovery Guarantees.

Jaime Roquero Gimenez, Amirata Ghorbani, James Y. Zou

Abstract: An important problem in machine learning and statistics is to identify features that causally affect the outcome. This is often impossible to do from purely observational data, and a natural relaxa...