Package: SplitKnockoff
Type: Package
Title: Split Knockoffs for Structural Sparsity
Version: 1.1
Date: 2022-02-20
Author: Haoxue Wang [aut, cre] (Development of the whole packages),
        Yang Cao [aut] (Revison of this package), Xinwei Sun [aut]
        (Original ideas about the package), Yuan Yao [aut] (Testing for
        the package and management of the development)
Authors@R: c(person("Haoxue", "Wang", role = c("aut","cre"),
                     comment="Development of the whole packages",
                     email="haoxwang@student.ethz.ch"),
             person("Yang", "Cao", role = c("aut"),
                    comment="Revison of this package"),
             person("Xinwei", "Sun", role = c("aut"),
                    comment="Original ideas about the package"),
             person("Yuan", "Yao", role = c("aut"),
                    comment="Testing for the package and management of the development"))
Maintainer: Haoxue Wang <haoxwang@student.ethz.ch>
Description: Split Knockoff is a data adaptive variable selection
        framework for controlling the (directional) false discovery
        rate (FDR) in structural sparsity, where variable selection on
        linear transformation of parameters is of concern. This
        proposed scheme relaxes the linear subspace constraint to its
        neighborhood, often known as variable splitting in
        optimization. Simulation experiments can be reproduced
        following the Vignette. We include data (both .mat and .csv
        format) and application with our method of Alzheimer's Disease
        study in this package. 'Split Knockoffs' is first defined in
        Cao et al. (2021) <arXiv:2103.16159>.
URL: https://github.com/wanghaoxue0/SplitKnockoff
BugReports: https://github.com/wanghaoxue0/SplitKnockoff/issues
Depends: R (>= 3.5.0)
Imports: glmnet, MASS, latex2exp, RSpectra, ggplot2, Matrix, stats,
        mvtnorm
Suggests: knitr, rmarkdown
Encoding: UTF-8
VignetteBuilder: knitr
NeedsCompilation: no
RoxygenNote: 7.1.2
License: MIT + file LICENSE
Packaged: 2026-10-01 11:05:35 UTC; root
Repository: https://llmquantx.r-universe.dev
Date/Publication: 2022-02-21 14:23:56 UTC
RemoteUrl: https://github.com/llmquantx/splitknockoff
RemoteRef: HEAD
RemoteSha: 259761699f55a1b4bf60fddc4c659263812d341f