Package: MAGMA.R 1.0.3
Julian Urban
MAGMA.R: MAny-Group MAtching
Balancing quasi-experimental field research for effects of covariates is fundamental for drawing causal inference. Propensity Score Matching deals with this issue but current techniques are restricted to binary treatment variables. Moreover, they provide several solutions without providing a comprehensive framework on choosing the best model. The MAGMA R-package addresses these restrictions by offering nearest neighbor matching for two to four groups. It also includes the option to match data of a 2x2 design. In addition, MAGMA includes a framework for evaluating the post-matching balance. The package includes functions for the matching process and matching reporting. We provide a tutorial on MAGMA as vignette. More information on MAGMA can be found in Feuchter, M. D., Urban, J., Scherrer V., Breit, M. L., and Preckel F. (2022) <https://osf.io/p47nc/>.
Authors:
MAGMA.R_1.0.3.tar.gz
MAGMA.R_1.0.3.zip(r-4.5)MAGMA.R_1.0.3.zip(r-4.4)MAGMA.R_1.0.3.zip(r-4.3)
MAGMA.R_1.0.3.tgz(r-4.4-any)MAGMA.R_1.0.3.tgz(r-4.3-any)
MAGMA.R_1.0.3.tar.gz(r-4.5-noble)MAGMA.R_1.0.3.tar.gz(r-4.4-noble)
MAGMA.R_1.0.3.tgz(r-4.4-emscripten)MAGMA.R_1.0.3.tgz(r-4.3-emscripten)
MAGMA.R.pdf |MAGMA.R.html✨
MAGMA.R/json (API)
| # Install 'MAGMA.R' in R: |
| install.packages('MAGMA.R', repos = c('https://julianurban.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/julianurban/magma/issues
- MAGMA_sim_data - MAGMA simulated data set
Last updated 2 months agofrom:013faddfcc. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 25 2024 |
| R-4.5-win | OK | Oct 25 2024 |
| R-4.5-linux | OK | Oct 25 2024 |
| R-4.4-win | OK | Oct 25 2024 |
| R-4.4-mac | OK | Oct 25 2024 |
| R-4.3-win | OK | Oct 25 2024 |
| R-4.3-mac | OK | Oct 25 2024 |
Exports:Balance_extractBalance_MAGMADensity_overlapinitial_unbalanceMAGMAMAGMA_descMAGMA_exactPlot_MAGMATable_MAGMA
Dependencies:askpassbackportsbase64encbitbit64blobbriobroombslibcachemcallrcellrangerclicliprcodetoolscolorspaceconflictedcpp11crayoncurldata.tableDBIdbplyrdescdiffobjdigestdoParalleldplyrdtplyrevaluatefansifarverfastmapflextablefontawesomefontBitstreamVerafontLiberationfontquiverforcatsforeachfsgarglegdtoolsgenericsggplot2gluegoogledrivegooglesheets4GPArotationgtablehavenhighrhmshtmltoolshttridsisobanditeratorsjanitorjquerylibjsonliteknitrlabelinglatticelifecyclelubridatemagrittrMASSmathjaxrMatrixmemoisemetadatmetaformgcvmimemnormtmodelrmunsellnlmenumDerivofficeropenssloverlappingpbapplypillarpkgbuildpkgconfigpkgloadpraiseprettyunitsprocessxprogresspspsychpurrrR6raggrappdirsRColorBrewerRcppreadrreadxlrematchrematch2reprexrlangrmarkdownrobumetarprojrootrstudioapirvestsassscalesselectrsnakecasestddiffstringistringrsyssystemfontstestthattextshapingtibbletidyrtidyselecttidyversetimechangetinytextzdbutf8uuidvctrsviridisLitevroomwaldowithrxfunxml2yamlzip
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Balance_extract | Balance_extract |
| Balance_MAGMA | Balance_MAGMA |
| Density_overlap | Density_overlap |
| initial_unbalance | initial_unbalance |
| MAGMA | MAGMA |
| MAGMA_desc | MAGMA_desc |
| MAGMA_exact | MAGMA_exact |
| MAGMA simulated data set | MAGMA_sim_data |
| Plot_MAGMA | Plot_MAGMA |
| Table_MAGMA | Table_MAGMA |