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DiscreteQvalue (version 1.0)

Improved q-Values for Discrete Uniform and Homogeneous Tests

Description

We consider a multiple testing procedure used in many modern applications which is the q-value method proposed by Storey and Tibshirani (2003) . The q-value method is based on the false discovery rate (FDR), hence versions of the q-value method can be defined depending on which estimator of the proportion of true null hypotheses, pi_0, is plugged in the FDR estimator. We implement the q-value method based on two classical pi_0 estimators, and furthermore, we propose and implement three versions of the q-value method for homogeneous discrete uniform P-values based on pi_0 estimators which take into account the discrete distribution of the P-values.

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Install

install.packages('DiscreteQvalue')

Monthly Downloads

170

Version

1.0

License

GPL-2

Last Published

October 21st, 2019

Functions in DiscreteQvalue (1.0)