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FDX (version 2.0.0)

False Discovery Exceedance Controlling Multiple Testing Procedures

Description

Multiple testing procedures for heterogeneous and discrete tests as described in Döhler and Roquain (2020) . The main algorithms of the paper are available as continuous, discrete and weighted versions. They take as input the results of a test procedure from package 'DiscreteTests', or a set of observed p-values and their discrete support under their nulls. A shortcut function to obtain such p-values and supports is also provided, along with wrappers allowing to apply discrete procedures directly to data.

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install.packages('FDX')

Monthly Downloads

532

Version

2.0.0

License

GPL-3

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Maintainer

Florian Junge

Last Published

October 15th, 2024

Functions in FDX (2.0.0)

plot.FDX

Plot Method for FDX objects
match.pvals

Matching Raw P-Values with Supports
hist.FDX

Histogram of Raw P-Values
DPB.DiscreteTestResults

Discrete Poisson-Binomial procedure
rejection.path

Rejection Path Plot (for FDX objects)
print.FDX

Printing FDX results
discrete.LR

Discrete Lehmann-Romano procedure
discrete.GR

Discrete Guo-Romano procedure
kernel

Kernel functions
weighted.LR

Weighted Lehmann-Romano Procedure
summary.FDX

Summarizing Discrete FDX Results
weighted.GR

Weighted Guo-Romano Procedure
fast.Discrete

Fast application of discrete procedures
weighted.PB

Weighted Poisson-Binomial Procedure
direct.discrete

Direct Application of Multiple Testing Procedures to Dataset
DGR

Wrapper Functions for the Discrete Guo-Romano Procedure
FDX-package

False Discovery Exceedance (FDX) Control for Heterogeneous and Discrete Tests
continuous.LR

Continuous Lehmann-Romano procedure
DPB

Wrapper Functions for the Discrete Guo-Romano Procedure
DLR

Wrapper Functions for the Discrete Guo-Romano Procedure
NDPB

Wrapper Functions for the Non-Adaptive Discrete Guo-Romano Procedure
NDGR

Wrapper Functions for the Non-Adaptive Discrete Guo-Romano Procedure
continuous.GR

Continuous Guo-Romano procedure
NDLR

Wrapper Functions for the Non-Adaptive Discrete Guo-Romano Procedure