Package: sdafilter 1.0.0

Lilun Du

sdafilter: Symmetrized Data Aggregation

We develop a new class of distribution free multiple testing rules for false discovery rate (FDR) control under general dependence. A key element in our proposal is a symmetrized data aggregation (SDA) approach to incorporating the dependence structure via sample splitting, data screening and information pooling. The proposed SDA filter first constructs a sequence of ranking statistics that fulfill global symmetry properties, and then chooses a data driven threshold along the ranking to control the FDR. For more information, see the website below and the accompanying paper: Du et al. (2020), "False Discovery Rate Control Under General Dependence By Symmetrized Data Aggregation", <arxiv:2002.11992>.

Authors:Lilun Du [aut, cre], Xu Guo [ctb], Wenguang Sun [ctb], Changliang Zou [ctb]

sdafilter_1.0.0.tar.gz
sdafilter_1.0.0.tar.gz(r-4.5-noble)sdafilter_1.0.0.tar.gz(r-4.4-noble)
sdafilter_1.0.0.tgz(r-4.4-emscripten)sdafilter_1.0.0.tgz(r-4.3-emscripten)
sdafilter.pdf |sdafilter.html
sdafilter/json (API)

# Install 'sdafilter' in R:
install.packages('sdafilter', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 1 scripts 121 downloads 1 mentions 1 exports 23 dependencies

Last updated 5 years agofrom:9643e0ada2. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 05 2024
R-4.5-linuxOKDec 05 2024

Exports:SDA_M

Dependencies:clicodetoolscpp11foreachglassoglmnetgluehugeigraphiteratorslatticelifecyclemagrittrMASSMatrixpkgconfigPOETRcppRcppEigenrlangshapesurvivalvctrs