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DESCRIPTION
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DESCRIPTION
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Package: tmle3shift
Title: Targeted Maximum Likelihood Estimation of the Effects of Stochastic Shift
Interventions
Version: 0.1.5
Authors@R: c(
person("Nima", "Hejazi", email = "[email protected]",
role = c("aut", "cre"),
comment = c(ORCID = "0000-0002-7127-2789")),
person("Jeremy", "Coyle", email = "[email protected]",
role = c("aut", "cph"),
comment = c(ORCID = "0000-0002-9874-6649")),
person("David", "Benkeser", email = "[email protected]",
role = "ctb",
comment = c(ORCID = "0000-0002-1019-8343")),
person("Iv谩n", "D铆az", email = "[email protected]",
role = "ctb"),
person("Mark", "van der Laan", email = "[email protected]",
role = c("aut", "ths"),
comment = c(ORCID = "0000-0003-1432-5511"))
)
Maintainer: Nima Hejazi <[email protected]>
Description: Targeted maximum likelihood estimation (TMLE) of population-level
causal effects under stochastic treatment regimes and related nonparametric
variable importance analysis. Tools are provided for computing the TMLE of a
treatment effect under interventions that are shifts of a continuous-valued
treatment, as first described by I. D铆az Mu帽oz and M.J. van der Laan (2013;
doi: <10.1111/j.1541-0420.2011.01685.x>) and expanded upon in I. D铆az and
M.J. van der Laan (2018). This is an adapter package for use with the tmle3
framework and the tlverse software ecosystem for Targeted Learning.
Depends:
R (>= 3.4.0)
License: GPL-3
Imports:
R6,
uuid,
methods,
data.table,
assertthat,
sl3,
tmle3
Suggests:
testthat,
knitr,
rmarkdown,
stats,
ggplot2,
tidyverse,
simcausal,
condensier,
txshift,
Rsolnp,
nnls,
ranger
Remotes:
github::osofr/simcausal,
github::osofr/condensier,
github::nhejazi/txshift,
github::tlverse/origami,
github::tlverse/delayed,
github::tlverse/sl3,
github::tlverse/tmle3
URL: https://tmle3shift.tlverse.com/
BugReports: https://github.com/tlverse/tmle3shift/issues
Encoding: UTF-8
LazyData: true
LazyLoad: yes
VignetteBuilder: knitr
RoxygenNote: 6.1.0.9000