Ontology highlight
ABSTRACT:
SUBMITTER: Williamson BD
PROVIDER: S-EPMC8057672 | biostudies-literature | 2020 Jul
REPOSITORIES: biostudies-literature
Williamson Brian D BD Feng Jean J
Proceedings of machine learning research 20200701
The true population-level importance of a variable in a prediction task provides useful knowledge about the underlying data-generating mechanism and can help in deciding which measurements to collect in subsequent experiments. Valid statistical inference on this importance is a key component in understanding the population of interest. We present a computationally efficient procedure for estimating and obtaining valid statistical inference on the <b>S</b>hapley <b>P</b>opulation <b>V</b>ariable ...[more]