Package: tmle3shift
Title: Targeted Learning of the Causal Effects of Stochastic
        Interventions
Version: 0.2.2
Authors@R: c(
    person("Nima", "Hejazi", email = "nh@nimahejazi.org",
           role = c("aut", "cre", "cph"),
           comment = c(ORCID = "0000-0002-7127-2789")),
    person("Jeremy", "Coyle", email = "jeremy.coyle@gmail.com",
           role = c("aut"),
           comment = c(ORCID = "0000-0002-9874-6649")),
    person("Mark", "van der Laan", email = "laan@berkeley.edu",
           role = c("aut", "ths"),
           comment = c(ORCID = "0000-0003-1432-5511"))
  )
Maintainer: Nima Hejazi <nh@nimahejazi.org>
Description: Targeted maximum likelihood estimation (TMLE) of
        population-level causal effects under stochastic treatment
        regimes and related nonparametric variable importance analyses.
        Tools are provided for TML estimation of the counterfactual
        mean under a stochastic intervention characterized as a
        modified treatment policy, such as treatment policies that
        shift the natural value of the exposure. The causal parameter
        and estimation were described in Díaz and van der Laan (2013)
        <doi:10.1111/j.1541-0420.2011.01685.x> and an improved
        estimation approach was given by Díaz and van der Laan (2018)
        <doi:10.1007/978-3-319-65304-4_14>.
Depends: R (>= 3.4.0)
License: GPL-3
Imports: R6, uuid, methods, data.table, assertthat, tmle3 (>= 0.2.0)
Suggests: testthat, knitr, rmarkdown, covr, stats, ggplot2, sl3 (>=
        1.4.5), txshift (>= 0.3.8), haldensify (>= 0.2.3), hal9001,
        xgboost, speedglm, Rsolnp, nnls
Remotes: github::tlverse/sl3, github::tlverse/tmle3
URL: https://tlverse.org/tmle3shift
BugReports: https://github.com/tlverse/tmle3shift/issues
Encoding: UTF-8
LazyLoad: yes
VignetteBuilder: knitr
RoxygenNote: 7.3.2
Roxygen: list(markdown = TRUE, r6 = FALSE)
Config/pak/sysreqs: cmake libglpk-dev make libicu-dev libuv1-dev
        libxml2-dev
Repository: https://tlverse.r-universe.dev
Date/Publication: 2024-09-21 21:28:39 UTC
RemoteUrl: https://github.com/tlverse/tmle3shift
RemoteRef: HEAD
RemoteSha: 0c3b8f07d8f5282332fbb822ea12b216f708f7c3
NeedsCompilation: no
Packaged: 2026-07-03 14:22:23 UTC; root
Author: Nima Hejazi [aut, cre, cph] (ORCID:
    <https://orcid.org/0000-0002-7127-2789>),
  Jeremy Coyle [aut] (ORCID: <https://orcid.org/0000-0002-9874-6649>),
  Mark van der Laan [aut, ths] (ORCID:
    <https://orcid.org/0000-0003-1432-5511>)