Package: SILM
Type: Package
Title: Simultaneous Inference for High-Dimensional Linear Models
Version: 2.0.0
Authors@R: c(
    person("Xianyang", "Zhang", role = c("aut", "cre"),
           email = "zhangxiany@stat.tamu.edu"),
    person("Guang", "Cheng", role = "aut"),
    person("Jincheng", "Bai", role = "aut"),
    person("Ruben", "Dezeure", role = c("ctb", "cph"),
           comment = "nodewise lasso, lasso.proj and bootstrap code from hdi"),
    person("Lukas", "Meier", role = c("ctb", "cph"), comment = "code from hdi"),
    person("Nicolai", "Meinshausen", role = c("ctb", "cph"), comment = "code from hdi"),
    person("Martin", "Maechler", role = c("ctb", "cph"), comment = "code from hdi"),
    person("Peter", "B\u00fchlmann", role = c("ctb", "cph"), comment = "code from hdi"))
Description: Simultaneous inference for high-dimensional linear models
        based on the de-biased (de-sparsified) lasso and the bootstrap:
        the procedures of Zhang and Cheng (2017)
        <doi:10.1080/01621459.2016.1166114> for simultaneous confidence
        intervals, support recovery, testing for sparse signals and
        stepdown multiple testing; and the bootstrapped de-sparsified
        lasso of Dezeure, Buehlmann and Zhang (2017)
        <doi:10.1007/s11749-017-0554-2> with residual, wild and
        xyz-paired bootstrap, Westfall-Young multiple testing,
        simultaneous confidence intervals and group tests. Includes
        lasso.proj() and boot.lasso.proj(), ports of the corresponding
        functions of the archived 'hdi' package (hdi's results can be
        reproduced exactly through their arguments), and a scaled lasso
        following Sun and Zhang (2012) <doi:10.1093/biomet/ass043>.
Depends: R (>= 4.1.0)
Imports: glmnet (>= 4.1), lars, MASS, parallel, stats, utils
Suggests: knitr, rmarkdown, testthat (>= 3.1.5), withr
VignetteBuilder: knitr
Config/testthat/edition: 3
License: GPL-3
Copyright: See file inst/COPYRIGHTS.
URL: https://github.com/zhangxiany-tamu/SILM
BugReports: https://github.com/zhangxiany-tamu/SILM/issues
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
Config/roxygen2/version: 8.0.0
Repository: https://zhangxiany-tamu.r-universe.dev
Date/Publication: 2026-09-29 19:11:55 UTC
RemoteUrl: https://github.com/zhangxiany-tamu/SILM
RemoteRef: HEAD
RemoteSha: 998f08dff96387e917059fd19a7ea8fd90030094
NeedsCompilation: no
Packaged: 2026-09-29 21:16:14 UTC; root
Author: Xianyang Zhang [aut, cre],
  Guang Cheng [aut],
  Jincheng Bai [aut],
  Ruben Dezeure [ctb, cph] (nodewise lasso, lasso.proj and bootstrap code
    from hdi),
  Lukas Meier [ctb, cph] (code from hdi),
  Nicolai Meinshausen [ctb, cph] (code from hdi),
  Martin Maechler [ctb, cph] (code from hdi),
  Peter Bühlmann [ctb, cph] (code from hdi)
Maintainer: Xianyang Zhang <zhangxiany@stat.tamu.edu>