Introduction | Making Matches | Analyzing Matches | Runtime and Storage Considerations | Runtime | Storage | Additional Features | Matching With Replacement | The PE - BF Tradeoff | Computing Predictive Error | Early Stopping | Handling Missing Data | Conclusion | References
Package: FLAME 2.1.1.9000
Vittorio Orlandi
FLAME: Interpretable Matching for Causal Inference
Efficient implementations of the algorithms in the Almost-Matching-Exactly framework for interpretable matching in causal inference. These algorithms match units via a learned, weighted Hamming distance that determines which covariates are more important to match on. For more information and examples, see the Almost-Matching-Exactly website.
Authors:
FLAME_2.1.1.9000.tar.gz
FLAME_2.1.1.9000.zip(r-4.7-any)FLAME_2.1.1.9000.zip(r-4.6-any)FLAME_2.1.1.9000.zip(r-4.5-any)
FLAME_2.1.1.9000.tgz(r-4.6-any)FLAME_2.1.1.9000.tgz(r-4.5-any)
FLAME_2.1.1.9000.tar.gz(r-4.7-any)FLAME_2.1.1.9000.tar.gz(r-4.6-any)
FLAME_2.1.1.9000.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
FLAME/json (API)
| # Install 'FLAME' in R: |
| install.packages('FLAME', repos = c('https://vittorioorlandi.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/vittorioorlandi/flame/issues
Last updated from:c7c26df8d3. Checks:7 ERROR, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | ERROR | 150 | ||
| source / vignettes | OK | 240 | ||
| linux-release | ERROR | 185 | ||
| macos-release | ERROR | 185 | ||
| macos-oldrel | ERROR | 191 | ||
| windows-devel | ERROR | 135 | ||
| windows-release | ERROR | 135 | ||
| windows-oldrel | ERROR | 126 | ||
| wasm-release | OK | 134 |
Exports:ATCATEATTCATEDAMEFLAMEgen_dataMG
Dependencies:codetoolsforeachglmnetgmpiteratorslatticeMatrixRcppRcppEigenshapesurvival
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Almost Matching Exactly (AME) Algorithms for Discrete, Observational Data | AME DAME FLAME print.ame |
| Average Treatment Effect estimates | ATC ATE ATT |
| Conditional Average Treatment Effects | CATE |
| Generate Toy Data for Matching | gen_data |
| Matched Groups | MG |
| Plot a summary of FLAME or DAME | plot.ame |
| Summarize the output of FLAME or DAME | print.summary.ame summary.ame |