Package: inferference 1.0.3

inferference: Methods for Causal Inference with Interference

Provides methods for estimating causal effects in the presence of interference described in B. Saul and M. Hugdens (2017) <doi:10.18637/jss.v082.i02>. Currently it implements the inverse-probability weighted (IPW) estimators proposed by E.J. Tchetgen Tchetgen and T.J. Vanderweele (2012) <doi:10.1177/0962280210386779>.

Authors:Bradley Saul [aut, cre]

inferference_1.0.3.tar.gz
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inferference_1.0.3.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
inferference/json (API)

# Install 'inferference' in R:
install.packages('inferference', repos = c('https://bsaul.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/bsaul/inferference/issues

Datasets:

On CRAN:

Conda:

5.51 score 6 stars 54 scripts 466 downloads 18 exports 32 dependencies

Last updated from:2f0a019aa1. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK126
source / vignettesOK223
linux-releaseOK127
macos-releaseOK85
macos-oldrelOK88
windows-develOK81
windows-releaseOK79
windows-oldrelOK79
wasm-releaseOK113

Exports:diagnose_weightsdirect_effectget_argsieindirect_effectinterferencelog_likelihoodlogit_integrandoeoverall_effectscore_calcscore_matrixtetotal_effectwght_calcwght_deriv_arraywght_deriv_calcwght_matrix

Dependencies:abindbackportsbootcheckmatecliFormulageometrygmplatticelinproglme4lpSolvemagicMASSMatrixmatrixStatsminqanlmenloptrnumDerivpbapplyproxyrbibutilsRcppRcppEigenRcppProgressRdpackreformulasregistryROIslamspaMM

inferference Vignette
JSS article | Using inferference | User's guide | The interference object | Utility functions | Example: Vaccine Study | Plotting effect estimates | Diagnostics | Example: Voting Experiment | Household-level propensity | Coding the propensity function | Evidence of a peer influence effect | Computational Issues with IPW Estimators | References
Rendered frominferference_intro.Rmdusingknitr::rmarkdown

Last update: 2017-09-25
Started: 2015-03-07

Plotting Causal Effects with inferference
Direct Effects | Indirect Effects
Rendered frominferference_plots.Rmdusingknitr::rmarkdown

Last update: 2016-09-04
Started: 2015-03-06