Package: CausalGPS 0.5.0

Naeem Khoshnevis

CausalGPS: Matching on Generalized Propensity Scores with Continuous Exposures

Provides a framework for estimating causal effects of a continuous exposure using observational data, and implementing matching and weighting on the generalized propensity score. Wu, X., Mealli, F., Kioumourtzoglou, M.A., Dominici, F. and Braun, D., 2022. Matching on generalized propensity scores with continuous exposures. Journal of the American Statistical Association, pp.1-29.

Authors:Naeem Khoshnevis [aut, cre], Xiao Wu [aut], Danielle Braun [aut]

CausalGPS_0.5.0.tar.gz
CausalGPS_0.5.0.tar.gz(r-4.5-noble)CausalGPS_0.5.0.tar.gz(r-4.4-noble)
CausalGPS_0.5.0.tgz(r-4.4-emscripten)CausalGPS_0.5.0.tgz(r-4.3-emscripten)
CausalGPS.pdf |CausalGPS.html
CausalGPS/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/nsaph-software/causalgps/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • synthetic_us_2010 - Public data set for air pollution and health studies, case study: 2010 county-Level data set for the contiguous United States

5.29 score 5 stars 39 scripts 475 downloads 12 exports 106 dependencies

Last updated 6 months agofrom:782b6809cb. Checks:OK: 2. Indexed: no.

TargetResultDate
Doc / VignettesOKNov 17 2024
R-4.5-linux-x86_64OKNov 17 2024

Exports:absolute_corr_funabsolute_weighted_corr_funcheck_covar_balancecompile_pseudo_popcompute_counter_weightestimate_erfestimate_gpsgenerate_pseudo_popgenerate_syn_dataget_loggerset_loggertrim_it

Dependencies:admiscbitopscaretcaToolsclasscliclockcodetoolscolorspacecowplotcpp11cvAUCdata.tablediagramdigestdplyre1071Ecumefansifarverforeachfuturefuture.applygamgenericsggplot2globalsgluegnmgowergplotsgtablegtoolshardhatipredisobanditeratorsjsonlitekernlabKernSmoothlabelinglatticelavalifecyclelistenvlocpolloggerlubridatemagrittrMASSMatrixmgcvminqamnormtModelMetricsmunsellmvtnormnlmennetnnlsnumDerivparallellypbapplypillarpkgconfigplyrpolycorpROCprodlimprogressrproxypurrrqvcalcR6RColorBrewerRcppRcppArmadilloRcppEigenrecipesrelimpreshape2rlangROCRrpartscalesshapespatstat.univarspatstat.utilsSQUAREMstringistringrSuperLearnersurvivaltibbletidyrtidyselecttimechangetimeDatetransporttzdbutf8vctrsviridisLitewCorrwithrxgboost

CausalGPS

Rendered fromCausalGPS.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2024-06-20
Started: 2021-07-23

Developers Guide

Rendered fromDevelopers-Guide.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2023-09-30
Started: 2021-09-06

Estimating GPS

Rendered fromEstimating-GPS.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2022-06-22
Started: 2021-09-06

Frequently Asked Questions

Rendered fromFrequently-Asked-Questions.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2023-05-25
Started: 2022-12-16

Generate Synthetic Data

Rendered fromGenerating-Synthetic-Data.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2021-09-06
Started: 2021-09-06

Generating Pseudo Population

Rendered fromGenerating-Pseudo-Population.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2023-09-30
Started: 2021-09-06

Notes on SL Wrappers

Rendered fromNotes-on-SL-Wrapper.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2022-06-22
Started: 2022-06-22

Outcome Models

Rendered fromOutcome-Models.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2021-09-06
Started: 2021-09-06

Singularity

Rendered fromSingularity-Image.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2022-12-16
Started: 2022-02-07

Testing the Package

Rendered fromTesting-the-Package.Rmdusingknitr::rmarkdownon Nov 17 2024.

Last update: 2023-05-25
Started: 2021-09-06

Readme and manuals