Package: xtdml 0.1.12

Annalivia Polselli
xtdml: Double Machine Learning for Static Panel Models with Fixed Effects
The 'xtdml' package implements partially linear panel regression (PLPR) models with high-dimensional confounding variables and an exogenous treatment variable within the double machine learning framework. The package is used to estimate the structural parameter (treatment effect) in static panel data models with fixed effects using the approaches established in Clarke and Polselli (2025) <doi:10.1093/ectj/utaf011>. 'xtdml' is built on the object-oriented package 'DoubleML' (Bach et al., 2024) <doi:10.18637/jss.v108.i03> using the 'mlr3' ecosystem.
Authors:
xtdml_0.1.12.tar.gz
xtdml_0.1.12.tar.gz(r-4.7-any)xtdml_0.1.12.tar.gz(r-4.6-any)
xtdml_0.1.12.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
xtdml/json (API)
| # Install 'xtdml' in R: |
| install.packages('xtdml', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:ac841137d6. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 132 | ||
| source / vignettes | OK | 175 | ||
| linux-release-x86_64 | OK | 130 | ||
| wasm-release | OK | 115 |
Exports:make_plpr_dataxtdmlxtdml_dataxtdml_data_from_data_framextdml_plr
Dependencies:backportsbbotkbitopscaToolscheckmatecliclusterGenerationcodetoolsdata.tabledigestdplyrevaluatefuturefuture.applygenericsglobalsgluegplotsgtoolsKernSmoothlgrlifecyclelistenvmagrittrMASSmiraimlbenchMLmetricsmlr3mlr3learnersmlr3measuresmlr3miscmlr3tuningmvtnormnanonextpalmerpenguinsparadoxparallellypillarpkgconfigPRROCR6Rcppreadstata13rlangROCRtibbletidyselectutf8uuidvctrswithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Simulated Data Frame | make_plpr_data |
| Abstract Class 'xtdml' | xtdml |
| Data-backed DML Environment | xtdml_data |
| Initalization of Abstract Class 'xtdml_data' | xtdml_data_from_data_frame |
| DML Method for Partially Linear Panel Models | xtdml_plr |