Package: tmle3mopttx
Title: Targeted Maximum Likelihood Estimation of the Mean under Optimal
        Individualized Treatment
Version: 1.0.0
Authors@R: c(
    person("Ivana", "Malenica", email = "imalenica@berkeley.edu",
           role = c("aut", "cre"),
           comment = c(ORCID = "0000-0002-7404-8088")),
    person("Jeremy", "Coyle", email = "jeremy.coyle@gmail.com",
           role = c("aut", "cph"),
           comment = c(ORCID = "0000-0002-9874-6649")),
    person("Mark", "van der Laan", email = "laan@berkeley.edu",
           role = c("aut", "ths")),
    person("Haodong", "Li", email = "haodong_li@berkeley.edu",
           role = "ctb")
           )
Description: This package estimates the optimal individualized
        treatment rule for the categorical treatment using Super
        Learner (sl3). In order to avoid nested cross-validation, it
        uses split-specific estimates of Q and g to estimate the rule
        as described by Coyle et al. In addition, it provides the
        Targeted Maximum Likelihood estimates of the mean performance
        using CV-TMLE under such estimated rules. This is an adapter
        package for use with the tmle3 framework and the tlverse
        software ecosystem for Targeted Learning.
Depends: R (>= 3.3.0)
License: GPL-3
Encoding: UTF-8
LazyData: true
LazyLoad: yes
Imports: R6, uuid, methods, data.table, assertthat, sl3, tmle3, future,
        dplyr, foreach, stats, hal9001
Suggests: testthat, knitr, rmarkdown, covr, ggplot2, tidyverse, Rsolnp,
        nnls, xgboost, speedglm, glmnet, randomForest
Remotes: github::tlverse/delayed, github::tlverse/origami,
        github::tlverse/sl3, github::tlverse/tmle3,
        github::tlverse/tmle3shift
URL: https://tlverse.org/tmle3mopttx
BugReports: https://github.com/tlverse/tmle3mopttx/issues
VignetteBuilder: knitr
RoxygenNote: 7.2.0
Config/pak/sysreqs: cmake libglpk-dev make libicu-dev libuv1-dev
        libxml2-dev
Repository: https://ictml-project.r-universe.dev
Date/Publication: 2022-08-06 03:03:11 UTC
RemoteUrl: https://github.com/tlverse/tmle3mopttx
RemoteRef: HEAD
RemoteSha: 3c0e8437af88ca8c54fcec1e953652feaf6c9003
NeedsCompilation: no
Packaged: 2026-06-10 07:48:32 UTC; root
Author: Ivana Malenica [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-7404-8088>),
  Jeremy Coyle [aut, cph] (ORCID:
    <https://orcid.org/0000-0002-9874-6649>),
  Mark van der Laan [aut, ths],
  Haodong Li [ctb]
Maintainer: Ivana Malenica <imalenica@berkeley.edu>