Adaptive linear step-up multiple testing procedure with the bias-reduced estimator

Abstract

This paper suggests two novel adaptive linear step-up procedures to reduce the bias of the estimator of pi(0), the proportion of true null hypotheses. Estimators of pi(0) are based on the number of p-values less than a threshold which converges to one.