Package: causalweight 1.1.1
causalweight: Estimation Methods for Causal Inference Based on Inverse Probability Weighting
Various estimators of causal effects based on inverse probability weighting, doubly robust estimation, and double machine learning. Specifically, the package includes methods for estimating average treatment effects, direct and indirect effects in causal mediation analysis, and dynamic treatment effects. The models refer to studies of Froelich (2007) <doi:10.1016/j.jeconom.2006.06.004>, Huber (2012) <doi:10.3102/1076998611411917>, Huber (2014) <doi:10.1080/07474938.2013.806197>, Huber (2014) <doi:10.1002/jae.2341>, Froelich and Huber (2017) <doi:10.1111/rssb.12232>, Hsu, Huber, Lee, and Lettry (2020) <doi:10.1002/jae.2765>, and others.
Authors:
causalweight_1.1.1.tar.gz
causalweight_1.1.1.tar.gz(r-4.5-noble)causalweight_1.1.1.tar.gz(r-4.4-noble)
causalweight_1.1.1.tgz(r-4.4-emscripten)causalweight_1.1.1.tgz(r-4.3-emscripten)
causalweight.pdf |causalweight.html✨
causalweight/json (API)
# Install 'causalweight' in R: |
install.packages('causalweight', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
- JC - Job Corps data
- coffeeleaflet - Information leaflet on coffee production and environmental awareness of high school / university students in Bulgaria
- coupon - Data on daily spending and coupon receipt (selective subsample) This data set is a selective subsample of the data set "couponsretailer" which was constructed for illustrative purposes.
- couponsretailer - Data on daily spending and coupon receipt A dataset containing information on the purchasing behavior of 1582 retail store customers across 32 coupon campaigns.
- games - Sales of video games
- india - India's National Health Insurance Program
- rkd - Swedish municipalities
- swissexper - Correspondence test in Swiss apprenticeship market
- ubduration - Austrian unemployment duration data
- wexpect - Wage expectations of students in Switzerland
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 2 months agofrom:ff0abf5b97. Checks:OK: 1 NOTE: 1. Indexed: no.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Aug 23 2024 |
R-4.5-linux | NOTE | Aug 23 2024 |
Exports:attrlateweightdidcontDMLdidcontDMLpaneldidDMLdidweightdyntreatDMLidentificationDMLivnrlateweightmedDMLmedlateweightmedweightmedweightcontpaneltestDMLRDDcovartestmedidenttreatDMLtreatselDMLtreatweight
Dependencies:backportsbitopsbootcaToolscheckmateclassclicodetoolscolorspacecubaturecvAUCdata.tableDiceKriginge1071fansifarverfastDummiesforeachFormulagamggplot2glmnetgluegplotsgrfgtablegtoolshdmisobanditeratorsjsonliteKernSmoothlabelingLARFlatticelifecyclelmtestmagrittrMASSMatrixMatrixModelsmgcvmunsellmvtnormnlmennlsnppillarpkgconfigproxyquadprogquantregR6rangerRColorBrewerRcppRcppEigenrlangROCRsandwichscalesshapeSparseMstringistringrSuperLearnersurvivaltibbleutf8vctrsviridisLitewithrxgboostzoo