Package: sdafilter
Title: Symmetrized Data Aggregation
Version: 1.0.1
Authors@R: 
    c(person(given = "Lilun",
           family = "Du",
           role = c("aut", "cre"),
           email = "lilundu@cityu.edu.hk"), 
           person(given = "Xu",
           family = "Guo",
           role = c("aut")),
           person(given = "Wenguang",
           family = "Sun",
           role = c("aut")),
           person(given = "Changliang",
           family = "Zou",
           role = c("aut"))
           )
Author: Lilun Du [aut, cre], Xu Guo [aut], Wenguang Sun [aut],
        Changliang Zou [aut]
Maintainer: Lilun Du <lilundu@cityu.edu.hk>
Description: 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. (2023),
        "False Discovery Rate Control Under General Dependence By
        Symmetrized Data Aggregation",
        <doi:10.1080/01621459.2021.1945459>. Some optional
        functionality uses the archived R packages ‘huge’ and ‘pfa’,
        which are not available from CRAN’s main repositories. Users
        who need this optional functionality can obtain them from the
        CRAN Archive as follows: ‘huge’ at
        <https://cran.r-project.org/src/contrib/Archive/huge/>; ‘pfa’
        at <https://cran.r-project.org/src/contrib/Archive/pfa/>.
License: GPL (>= 2)
Encoding: UTF-8
RoxygenNote: 7.3.3
Imports: glmnet, glasso, POET, stats, selectiveInference,
Suggests: testthat (>= 2.1.0), huge, pfa, MASS
NeedsCompilation: no
Packaged: 2026-07-13 07:14:04 UTC; root
Repository: https://cran.r-universe.dev
Date/Publication: 2026-02-13 17:11:33 UTC
RemoteUrl: https://github.com/cran/sdafilter
RemoteRef: HEAD
RemoteSha: eb85c5c754e67e6eb5c58b5a9e3e067dfef90d95