Package: netmatchRI 0.1.0
netmatchRI: Network-Constrained Matching and Randomization-Based Inference
Provides network-constrained matching and randomization-based inference for observational network data with dependence and interference. Dual-penalty matching minimizes total covariate dissimilarity while enforcing penalties on network proximity between and within treatment arms in matched sets. Randomization-based inference combines evidence from correlated matched sets based on this design. The package also provides covariate-balance and network-distance diagnostics, sensitivity analysis, and simulated example data. The open-source 'HiGHS' solver is used by default to solve the matching problem. An optional interface to the commercial 'Gurobi Optimizer' is available. Eligible academic users can request a free license at <https://www.gurobi.com/academics/>. The optimizer can be downloaded from <https://www.gurobi.com/product/download-center>. The associated 'gurobi' R package is not available from CRAN; it is distributed with the optimizer and can be installed by following the official instructions at <https://docs.gurobi.com/projects/optimizer/en/current/reference/r/setup.html>.
Authors:
netmatchRI_0.1.0.tar.gz
netmatchRI_0.1.0.zip(r-4.7-any)netmatchRI_0.1.0.zip(r-4.6-any)
netmatchRI_0.1.0.tar.gz(r-4.7-any)netmatchRI_0.1.0.tar.gz(r-4.6-any)
netmatchRI_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
netmatchRI/json (API)
| # Install 'netmatchRI' in R: |
| install.packages('netmatchRI', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/zhejiadong/netmatchri/issues
- netmatch_example - Simulated Network Data for the Analysis Workflow
Last updated from:9208247782. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 136 | ||
| source / vignettes | OK | 252 | ||
| linux-release | OK | 138 | ||
| windows-devel | OK | 112 | ||
| windows-release | OK | 126 | ||
| wasm-release | OK | 110 |
Exports:critical_sensitivitydiagnose_matchmatched_datanetmatchplot_covariate_balanceplot_covariate_similarityplot_sensitivityRI_adjustedRI_designRI_unadjustedsensitivity_gridsimulate_netmatch_example
Dependencies:backportscheckmateclicpp11dplyrfarvergenericsggplot2gluegtablehighsigraphisobandlabelinglatticelifecyclemagrittrMatrixmvtnormoptmatchpillarpkgconfigR6RColorBrewerRcppRglpkrlangrlemonS7scalesslamtibbletidyselectutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| netmatchRI: Network-Constrained Matching and Randomization-Based Inference | netmatchRI |
| Critical Sensitivity Curve and Critical Ratio | critical_sensitivity |
| Diagnose a Matched Design | diagnose_match |
| Extract Data from a Matched Design | matched_data |
| Build a Network-Constrained Matched Design | netmatch |
| Simulated Network Data for the Analysis Workflow | netmatch_example |
| Plot Covariate Balance | plot_covariate_balance |
| Plot Covariate Similarity | plot_covariate_similarity |
| Plot Sensitivity Results | plot_sensitivity |
| Randomization-Based Inference Adjusting for Covariance | RI_adjusted |
| Randomization-Based Inference with Design-Based Covariance Bounds | RI_design |
| Randomization-Based Inference Without Covariance Adjustment | RI_unadjusted |
| Sensitivity Grid for Inferential Results | sensitivity_grid |
| Generate Example Network Data | simulate_netmatch_example |