This package provides functions for the multiple hypotheses testing when there exists group structures.
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.
Zhigen Zhao <firstname.lastname@example.org>
Maintainer: Zhigen Zhao <email@example.com>
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.