On the recordRead 12 Oct 202621 facts
GPCERF
On the record
- Bayesian analysis
- Yesnsaph-software.github.io · read 23 Sep 2026
- Bayesian framework
- Its framework is nonparametric and Bayesian, based on Gaussian process priors.nsaph-software.github.io · read 12 Oct 2026
- Covariate adjustment
- The documented workflow converts covariate values into a composite generalized propensity score before fitting Gaussian processes.nsaph-software.github.io · read 12 Oct 2026
- Covariate processing
- The standard Gaussian process workflow converts covariate values into a composite score called the generalized propensity score before fitting Gaussian processes.nsaph-software.github.io · read 12 Oct 2026
- Curve estimation
- The standard Gaussian process workflow estimates an exposure-response function and visualizes a pointwise 95% credible band.nsaph-software.github.io · read 12 Oct 2026
- Deployment
- desktopnsaph-software.github.io · read 23 Sep 2026
- Installation
- The repository README shows installation from GitHub with devtools using the develop branch.github.com · read 12 Oct 2026
- Integration
- The documented examples use CausalGPS for synthetic data generation and GPS estimation, and ggplot2 for plotting.nsaph-software.github.io · read 12 Oct 2026
- Intended users
- The documented workflows estimate causal exposure-response functions from observational or simulated data.nsaph-software.github.io · read 12 Oct 2026
- License
- The project site lists the license as GPL (>= 3).nsaph-software.github.io · read 12 Oct 2026
- Maintenance status
- CRAN says GPCERF was removed on 2026-01-12 because issues were not corrected despite reminders.cloud.r-project.org · read 12 Oct 2026
- Methods
- The package provides Gaussian process and nearest-neighbor Gaussian process approaches for nonparametric modeling.github.com · read 12 Oct 2026
- Outputs
- The examples estimate exposure-response functions and plot pointwise 95% credible bands.nsaph-software.github.io · read 12 Oct 2026
- Purpose
- GPCERF estimates causal effects of a continuous exposure and detects change points in causal exposure-response curves using observational data.nsaph-software.github.io · read 12 Oct 2026
- R dependencies
- The repository installation example uses the R devtools package, and its usage note says examples also require the ranger R package.github.com · read 12 Oct 2026
- Repository status
- The CRAN page says GPCERF was archived on 2026-01-12 because issues were not corrected despite reminders.cloud.r-project.org · read 12 Oct 2026
- Runtime dependency
- The README notes that its usage examples also require the ranger R package.github.com · read 12 Oct 2026
- Scaling option
- The nearest-neighbor Gaussian process example reports much shorter running time than the standard Gaussian process example.nsaph-software.github.io · read 12 Oct 2026
