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Non-parametric estimators for casual effects based on longitudinal modified treatment policies as described in Diaz, Williams, Hoffman, and Schenck <doi:10.1080/01621459.2021.1955691>, traditional point treatment, and traditional longitudinal effects. Continuous, binary, categorical treatments, and multivariate treatments are allowed as well are censored outcomes. The treatment mechanism is estimated via a density ratio classification procedure irrespective of treatment variable type. For both continuous and binary outcomes, additive treatment effects can be calculated and relative risks and odds ratios may be calculated for binary outcomes.
Version: | 1.4.0 |
Depends: | R (≥ 2.10) |
Imports: | stats, nnls, cli, R6, generics, origami, future (≥ 1.17.0), progressr, data.table (≥ 1.13.0), checkmate (≥ 2.1.0), SuperLearner, schoolmath |
Suggests: | testthat (≥ 2.1.0), covr, rmarkdown, knitr, ranger, twang |
Published: | 2024-06-27 |
DOI: | 10.32614/CRAN.package.lmtp |
Author: | Nicholas Williams [aut, cre, cph], Iván Díaz [aut, cph] |
Maintainer: | Nicholas Williams <ntwilliams.personal at gmail.com> |
BugReports: | https://github.com/nt-williams/lmtp/issues |
License: | AGPL-3 |
URL: | https://beyondtheate.com/, https://github.com/nt-williams/lmtp |
NeedsCompilation: | no |
Citation: | lmtp citation info |
Materials: | README NEWS |
In views: | CausalInference |
CRAN checks: | lmtp results |
Reference manual: | lmtp.pdf |
Package source: | lmtp_1.4.0.tar.gz |
Windows binaries: | r-devel: lmtp_1.4.0.zip, r-release: lmtp_1.4.0.zip, r-oldrel: lmtp_1.4.0.zip |
macOS binaries: | r-release (arm64): lmtp_1.4.0.tgz, r-oldrel (arm64): lmtp_1.4.0.tgz, r-release (x86_64): lmtp_1.4.0.tgz, r-oldrel (x86_64): lmtp_1.4.0.tgz |
Old sources: | lmtp archive |
Reverse imports: | crumble |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.