1. Point treatment: a binary exposure | New: ATT and overlap weights | 2. Point treatment: other kinds of exposure | Categorical and ordered exposures | Continuous exposures | New: skewed continuous exposures (gamma and log-normal) | New: count exposures (Poisson and negative binomial) | New: smooth terms with mgcv | 3. Exposure that changes over time | HAART and mortality (haartdat) | New: categorical exposures that switch back and forth | New: recurrent exposure events in survival models | 4. New: weights from your own probabilities | 5. New: bootstrap standard errors with ipwboot() | 6. Checking the weights | References
Package: ipw 1.3.2.9000
ipw: Estimate Inverse Probability Weights
Functions to estimate the probability to receive the observed treatment, based on individual characteristics. The inverse of these probabilities can be used as weights when estimating causal effects from observational data via marginal structural models. Both point treatment situations and longitudinal studies can be analysed. The same functions can be used to correct for informative censoring.
Authors:
ipw_1.3.2.9000.tar.gz
ipw_1.3.2.9000.zip(r-4.7-any)ipw_1.3.2.9000.zip(r-4.6-any)ipw_1.3.2.9000.zip(r-4.5-any)
ipw_1.3.2.9000.tgz(r-4.6-any)ipw_1.3.2.9000.tgz(r-4.5-any)
ipw_1.3.2.9000.tar.gz(r-4.7-any)ipw_1.3.2.9000.tar.gz(r-4.6-any)
ipw_1.3.2.9000.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
ipw/json (API)
| # Install 'ipw' in R: |
| install.packages('ipw', repos = c('https://tranhung93.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/tranhung93/ipw/issues
Pkgdown/docs site:https://tranhung93.github.io
Datasets:
Last updated from:743015f2d0. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 136 | ||
| source / vignettes | OK | 200 | ||
| linux-release | OK | 135 | ||
| macos-release | OK | 114 | ||
| macos-oldrel | OK | 107 | ||
| windows-devel | OK | 88 | ||
| windows-release | OK | 88 | ||
| windows-oldrel | OK | 94 | ||
| wasm-release | OK | 92 |
Exports:ipwbootipwplotipwpointipwprobipwtmtstartfun
Dependencies:backportsbroomclicpp11dplyrgeepackgenericsgluelatticelifecyclemagrittrMASSMatrixnnetpillarpkgconfigpurrrR6rlangstringistringrsurvivaltibbletidyrtidyselectutf8vctrswithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| HIV: TB and Survival (Baseline Data) | basdat |
| HAART and Survival in HIV Patients | haartdat |
| IQ, Income and Health | healthdat |
| Bootstrap Standard Errors for Inverse Probability Weighted Analyses | confint.ipwboot ipwboot print.ipwboot |
| Plot Inverse Probability Weights | ipwplot |
| Estimate Inverse Probability Weights (Point Treatment) | ipwpoint |
| Inverse Probability Weights From User-Supplied Probabilities | ipwprob |
| Estimate Inverse Probability Weights (Time Varying) | ipwtm |
| HIV: TB and Survival (Longitudinal Measurements) | timedat |
| Compute Starting Time For Counting Process Notation | tstartfun |