Package: PSPI 1.4

PSPI: Propensity Score Predictive Inference for Generalizability and Transportability

Provides a suite of Propensity Score Predictive Inference (PSPI) methods to generalize treatment effects in trials to target populations. The package includes an existing model Bayesian Causal Forest (BCF) and four PSPI models (BCF-PS, FullBART, SplineBART, DSplineBART). These methods leverage Bayesian Additive Regression Trees (BART) to adjust for high-dimensional covariates and nonlinear associations, while SplineBART and DSplineBART further use propensity score based splines to address covariate shift between trial data and target population.

Authors:Jungang Zou [aut, cre], Qixuan Chen [aut], Joseph Schwartz [aut], Nathalie Moise [aut], Roderick Little [aut], Robert McCulloch [ctb], Rodney Sparapani [ctb], Charles Spanbauer [ctb], Robert Gramacy [ctb], Jean-Sebastien Roy [ctb]

PSPI_1.4.tar.gz
PSPI_1.4.zip(r-4.7-x86_64)PSPI_1.4.zip(r-4.7-arm64)PSPI_1.4.zip(r-4.6-x86_64)PSPI_1.4.zip(r-4.6-arm64)PSPI_1.4.zip(r-4.5-x86_64)
PSPI_1.4.tgz(r-4.6-x86_64)PSPI_1.4.tgz(r-4.6-arm64)PSPI_1.4.tgz(r-4.5-x86_64)PSPI_1.4.tgz(r-4.5-arm64)
PSPI_1.4.tar.gz(r-4.7-arm64)PSPI_1.4.tar.gz(r-4.7-x86_64)PSPI_1.4.tar.gz(r-4.6-arm64)PSPI_1.4.tar.gz(r-4.6-x86_64)
PSPI_1.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
PSPI/json (API)

# Install 'PSPI' in R:
install.packages('PSPI', repos = c('https://zjg540066169.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/zjg540066169/pspi/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

openblascpp

3.48 score 1 stars 1 scripts 289 downloads 7 exports 39 dependencies

Last updated from:a9f64f9ac4. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK175
linux-devel-x86_64OK277
source / vignettesOK260
linux-release-arm64OK181
linux-release-x86_64OK200
macos-release-arm64OK243
macos-release-x86_64OK251
macos-oldrel-arm64OK211
macos-oldrel-x86_64OK266
windows-devel-arm64OK379
windows-devel-x86_64OK205
windows-release-arm64OK405
windows-release-x86_64OK228
windows-oldrel-x86_64OK155
wasm-releaseOK140

Exports:in_trialinvgumbelPSPI_fitPSPI_generalizabilityPSPI_predictsim_generalizabilitysim_trans

Dependencies:abindarmbootclicodadplyrgenericsgluelatticelifecyclelme4magrittrMASSMatrixminqamvtnormnlmenloptrnnetpgpillarpkgconfigR6rbibutilsRcppRcppArmadilloRcppDistRcppEigenRcppProgressRdpackreformulasrlangstringistringrtibbletidyselectutf8vctrswithr