Package installation | I. The context | II. Harmonization of the data sources | III. Selection of the matching variables | IV. Predicting the missing scales in the databases | A) Transporting target variables to predict the missing scales | B) Transporting target and shared variables to predict the missing scales | V. Validation of the individual predictions | References
Package: OTrecod 0.1.2
Gregory Guernec
OTrecod: Data Fusion using Optimal Transportation Theory
In the context of data fusion, the package provides a set of functions dedicated to the solving of 'recoding problems' using optimal transportation theory (Gares, Guernec, Savy (2019) <doi:10.1515/ijb-2018-0106> and Gares, Omer (2020) <doi:10.1080/01621459.2020.1775615>). From two databases with no overlapping part except a subset of shared variables, the functions of the package assist users until obtaining a unique synthetic database, where the missing information is fully completed.
Authors:
OTrecod_0.1.2.tar.gz
OTrecod_0.1.2.tar.gz(r-4.7-any)OTrecod_0.1.2.tar.gz(r-4.6-any)
OTrecod_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
OTrecod/json (API)
| # Install 'OTrecod' in R: |
| install.packages('OTrecod', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Datasets:
- api29 - Student performance in California schools: the results of the county 29
- api35 - Student performance in California schools: the results of the county 35
- ncds_14 - National Child Development Study: a sample of the first four waves of data collection
- ncds_5 - National Child Development Study: a sample of the fifth wave of data collection
- simu_data - A simulated dataset to test the functions of the OTrecod package
- tab_test - A simulated dataset to test the library
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:81f1653d79. Checks:2 ERROR, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | ERROR | 256 | ||
| source / vignettes | OK | 300 | ||
| linux-release-x86_64 | ERROR | 231 | ||
| wasm-release | OK | 161 |
Exports:avg_dist_closestcompare_listserror_grouphamimput_covindiv_grp_closestindiv_grp_optimalmerge_dbsOT_jointOT_outcomepower_setproxim_distselect_predtransfo_disttransfo_qualitransfo_targetverif_OT
Dependencies:abindbackportsbase64encbitbit64bootbroombslibcachemcarcarDatacheckmateclicliprclustercodetoolscoincolorspacecowplotcpp11crayoncrosstalkdata.tableDBIDerivdigestdoBydoParalleldplyrDTellipseemmeansestimabilityevaluateFactoMineRfarverfastmapflashClustfontawesomeforcatsforeachforecastFormulafracdifffsgenericsggplot2ggrepelglmnetgluegtablehavenhighrhmshtmltoolshtmlwidgetsirlbaisobanditeratorsjomojquerylibjsonliteknitrlabelinglaterlatticelazyevalleapslibcoinlifecyclelistcomplme4lmtestlpSolvemagrittrMASSMatrixMatrixModelsmatrixStatsmemoisemgcvmicemicrobenchmarkmimeminqamissMDAmitmlmitoolsmodelrmodeltoolsmultcompmultcompViewmvtnormnlmenloptrnnetnumDerivomprompr.roiordinalotelpanpartypbkrtestpillarpkgconfigplyrprettyunitsprogresspromisesproxypurrrquantregR6rappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenrdistRdpackreadrreformulasregistryRglpkrlangrmarkdownROIROI.plugin.glpkrpartS7sandwichsassscalesscatterplot3dshapeslamSparseMStatMatchstringistringrstrucchangesurveysurvivalTH.datatibbletidyrtidyselecttimeDatetinytextzdbucminfurcautf8vcdvctrsviridisLitevroomwithrxfunyamlzoo
an-application-of-the-OTrecod-package
Last update: 2022-10-05
Started: 2021-01-29
application-on-real-data-with-na
The NCDS project | The problem | The solution | Package installation | databases installation | Handling missing information | Matching predictors evaluation | Imputation of GO90 using optimal transportation theory | Conclusion
Last update: 2022-10-05
Started: 2022-10-05
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Student performance in California schools: the results of the county 29 | api29 |
| Student performance in California schools: the results of the county 35 | api35 |
| avg_dist_closest() | avg_dist_closest |
| compare_lists() | compare_lists |
| error_group() | error_group |
| ham() | ham |
| imput_cov() | imput_cov |
| indiv_grp_closest() | indiv_grp_closest |
| indiv_grp_optimal() | indiv_grp_optimal |
| merge_dbs() | merge_dbs |
| National Child Development Study: a sample of the first four waves of data collection | ncds_14 |
| National Child Development Study: a sample of the fifth wave of data collection | ncds_5 |
| OT_joint() | OT_joint |
| OT_outcome() | OT OT_outcome ot_outcome |
| power_set() | power_set |
| proxim_dist() | proxim_dist |
| select_pred() | select_pred |
| A simulated dataset to test the functions of the OTrecod package | simu_data |
| A simulated dataset to test the library | tab_test |
| transfo_dist() | transfo_dist |
| transfo_quali() | transfo_quali |
| transfo_target() | transfo_target |
| verif_OT() | verif_OT |