Multiple Hypothesis Testing Procedure for the Grouped Hypotheses

Description

This package provides functions for the multiple hypotheses testing when there exists group structures.

Details

Package: GroupTest
Type: Package
Version: 1.0
Date: 2015-11-20
License: GPL-3

This package provides functions for multiple testing for the grouped hypotheses. The data is an array of list with G list where G is the total number of groups. Each list within this array corresponds to a group, with the test statistic and the group size as its two elements. Under the null hypotheses, the test statistic follows a standard normal distribution.

The main function is GT.wrapper(). One example is provided under this function, explaining the data structure and how to use the package.

Author(s)

Zhigen Zhao <zhaozhg@temple.edu>

Maintainer: Zhigen Zhao <zhaozhg@temple.edu>

References

Liu, Y., Sarkar, S. K., and Zhao, Z. (2015) A New Approach to Multiple Testing of Grouped Hypotheses

He, L., Sarkar, S. K. and Zhao, Z. (2015) Capturing the severity of Type II errors in high-dimensional multiple testing. Journal of Multivariate Analysis. Vol. 142, 106-116.