Discovering Conditionally Salient Features with Statistical Guarantees

Jaime Roquero Gimenez; James Zou

ICML 2019oral18 citations

Discovering Conditionally Salient Features with Statistical Guarantees

Abstract

The goal of feature selection is to identify important features that are relevant to explain a outcome variable. Most of the work in this domain has focused on identifying

BibTeX

@InProceedings{pmlr-v97-gimenez19a,
  title = 	 {Discovering Conditionally Salient Features with Statistical Guarantees},
  author =       {Gimenez, Jaime Roquero and Zou, James},
  booktitle = 	 {Proceedings of the 36th International Conference on Machine Learning},
  pages = 	 {2290--2298},
  year = 	 {2019},
  editor = 	 {Chaudhuri, Kamalika and Salakhutdinov, Ruslan},
  volume = 	 {97},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {09--15 Jun},
  publisher =    {PMLR},
  pdf = 	 {http://proceedings.mlr.press/v97/gimenez19a/gimenez19a.pdf},
  url = 	 {https://proceedings.mlr.press/v97/gimenez19a.html},
  abstract = 	 {The goal of feature selection is to identify important features that are relevant to explain a outcome variable. Most of the work in this domain has focused on identifying