Package: MatchThem 1.2.2
MatchThem: Matching and Weighting Multiply Imputed Datasets
Provides essential tools for the pre-processing techniques of matching and weighting multiply imputed datasets. The package includes functions for matching within and across multiply imputed datasets using various methods, estimating weights for units in the imputed datasets using multiple weighting methods, calculating causal effect estimates in each matched or weighted dataset using parametric or non-parametric statistical models, and pooling the resulting estimates according to Rubin's rules (please see <https://journal.r-project.org/archive/2021/RJ-2021-073/> for more details).
Authors:
MatchThem_1.2.2.tar.gz
MatchThem_1.2.2.zip(r-4.5)MatchThem_1.2.2.zip(r-4.4)MatchThem_1.2.2.zip(r-4.3)
MatchThem_1.2.2.tgz(r-4.4-any)MatchThem_1.2.2.tgz(r-4.3-any)
MatchThem_1.2.2.tar.gz(r-4.5-noble)MatchThem_1.2.2.tar.gz(r-4.4-noble)
MatchThem_1.2.2.tgz(r-4.4-emscripten)MatchThem_1.2.2.tgz(r-4.3-emscripten)
MatchThem.pdf |MatchThem.html✨
MatchThem/json (API)
NEWS
# Install 'MatchThem' in R: |
install.packages('MatchThem', repos = c('https://farhadpishgar.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/farhadpishgar/matchthem/issues
- osteoarthritis - Data of 2,585 Participants in the Osteoarthritis Initiative (OAI) Project
Last updated 30 days agofrom:7a644175e5. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 23 2024 |
R-4.5-win | OK | Nov 23 2024 |
R-4.5-linux | OK | Nov 23 2024 |
R-4.4-win | OK | Nov 23 2024 |
R-4.4-mac | OK | Nov 23 2024 |
R-4.3-win | OK | Nov 23 2024 |
R-4.3-mac | OK | Nov 23 2024 |
Exports:as.mimidsas.wimidscbindcompleteis.mimidsis.mimipois.mimirais.wimidsmatchthempooltrimweightthem
Dependencies:backportsbitbit64bootbroomchkclicliprcobaltcodetoolscolorspacecpp11crayonDBIdplyrfansifarverforcatsforeachgenericsggplot2glmnetgluegridExtragtablehavenhmsisobanditeratorsjomolabelinglatticelifecyclelme4magrittrMASSMatchItMatrixmgcvmiceminqamitmlmitoolsmunsellnlmenloptrnnetnumDerivordinalpanpillarpkgconfigprettyunitsprogresspurrrR6RColorBrewerRcppRcppArmadilloRcppEigenRcppProgressreadrrlangrpartscalesshapestringistringrsurveysurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsviridisLitevroomWeightItwithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Create a 'mimids' object | as.mimids as.mimids.default |
Create a 'wimids' object | as.wimids as.wimids.default |
Combine 'mimids' and 'wimids' Objects by Columns | cbind cbind.mimids cbind.wimids |
Extracts Multiply Imputed Datasets | complete complete.mimids complete.wimids |
Checks for the 'mimids' Class | is.mimids |
Checks for the 'mimipo' Class | is.mimipo |
Checks for the 'mimira' Class | is.mimira |
Checks for the 'wimids' Class | is.wimids |
Matches Multiply Imputed Datasets | matchthem |
Matched Multiply Imputed Datasets | mimids |
Multiply Imputed Pooled Outcome | mimipo |
Multiply Imputed Repeated Analyses | mimira |
Data of 2,585 Participants in the Osteoarthritis Initiative (OAI) Project | osteoarthritis |
Pools Estimates by Rubin's Rules | pool |
Trim Weights | trim trim.wimids |
Weights Multiply Imputed Datasets | weightthem |
Weighted Multiply Imputed Datasets | wimids |
Evaluates an Expression in Matched or Weighted Multiply Imputed Datasets | with with.mimids with.wimids |