Package: ddml 0.3.0.9000

ddml: Double/Debiased Machine Learning

Estimate common causal parameters using double/debiased machine learning as proposed by Chernozhukov et al. (2018) <doi:10.1111/ectj.12097>. 'ddml' simplifies estimation based on (short-)stacking as discussed in Ahrens et al. (2024) <doi:10.1177/1536867X241233641>, which leverages multiple base learners to increase robustness to the underlying data generating process.

Authors:Achim Ahrens [aut], Christian B Hansen [aut], Mark E Schaffer [aut], Thomas Wiemann [aut, cre]

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ddml.pdf |ddml.html
ddml/json (API)
NEWS

# Install 'ddml' in R:
install.packages('ddml', repos = c('https://thomaswiemann.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/thomaswiemann/ddml/issues

Datasets:
  • AE98 - Random subsample from the data of Angrist & Evans (1991).

On CRAN:

6.12 score 15 stars 25 scripts 324 downloads 14 exports 75 dependencies

Last updated 6 days agofrom:6077ced0e6. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 17 2024
R-4.5-winOKNov 17 2024
R-4.5-linuxOKNov 17 2024
R-4.4-winOKNov 17 2024
R-4.4-macOKNov 17 2024
R-4.3-winOKNov 17 2024
R-4.3-macOKNov 17 2024

Exports:crosspredcrossvalddml_ateddml_attddml_fplivddml_lateddml_plivddml_plmmdl_glmmdl_glmnetmdl_rangermdl_xgboostolsshortstacking

Dependencies:abindAERbackportsbootbroomcarcarDataclicodetoolscolorspacecowplotcpp11data.tableDerivdoBydplyrfansifarverforeachFormulagenericsggplot2glmnetgluegtableisobanditeratorsjsonlitelabelinglatticelifecyclelme4lmtestmagrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamodelrmunsellnlmenloptrnnetnnlsnumDerivpbkrtestpillarpkgconfigpurrrquadprogquantregR6rangerRColorBrewerRcppRcppEigenrlangsandwichscalesshapeSparseMstringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithrxgboostzoo

Get Started

Rendered fromddml.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2024-06-27
Started: 2023-01-27