Package: GaSP 1.0.6
GaSP: Train and Apply a Gaussian Stochastic Process Model
Train a Gaussian stochastic process model of an unknown function, possibly observed with error, via maximum likelihood or maximum a posteriori (MAP) estimation, run model diagnostics, and make predictions, following Sacks, J., Welch, W.J., Mitchell, T.J., and Wynn, H.P. (1989) "Design and Analysis of Computer Experiments", Statistical Science, <doi:10.1214/ss/1177012413>. Perform sensitivity analysis and visualize low-order effects, following Schonlau, M. and Welch, W.J. (2006), "Screening the Input Variables to a Computer Model Via Analysis of Variance and Visualization", <doi:10.1007/0-387-28014-6_14>.
Authors:
GaSP_1.0.6.tar.gz
GaSP_1.0.6.zip(r-4.5)GaSP_1.0.6.zip(r-4.4)GaSP_1.0.6.zip(r-4.3)
GaSP_1.0.6.tgz(r-4.4-x86_64)GaSP_1.0.6.tgz(r-4.4-arm64)GaSP_1.0.6.tgz(r-4.3-x86_64)GaSP_1.0.6.tgz(r-4.3-arm64)
GaSP_1.0.6.tar.gz(r-4.5-noble)GaSP_1.0.6.tar.gz(r-4.4-noble)
GaSP_1.0.6.tgz(r-4.4-emscripten)GaSP_1.0.6.tgz(r-4.3-emscripten)
GaSP.pdf |GaSP.html✨
GaSP/json (API)
| # Install 'GaSP' in R: |
| install.packages('GaSP', repos = c('https://wsqlab.r-universe.dev', 'https://cloud.r-project.org')) |
- borehole - Data for the borehole function
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 4 months agofrom:38efb7ec4e. Checks:OK: 1 WARNING: 8. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 31 2024 |
| R-4.5-win-x86_64 | WARNING | Oct 31 2024 |
| R-4.5-linux-x86_64 | WARNING | Oct 31 2024 |
| R-4.4-win-x86_64 | WARNING | Oct 31 2024 |
| R-4.4-mac-x86_64 | WARNING | Oct 31 2024 |
| R-4.4-mac-aarch64 | WARNING | Oct 31 2024 |
| R-4.3-win-x86_64 | WARNING | Oct 31 2024 |
| R-4.3-mac-x86_64 | WARNING | Oct 31 2024 |
| R-4.3-mac-aarch64 | WARNING | Oct 31 2024 |
Exports:CrossValidateDescribeXFitGaSPModelPlotAllPlotJointEffectsPlotMainEffectsPlotPredictionsPlotQQPlotResidualsPlotStdResidualsPredictRMSEVisualize
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Data for the borehole function | borehole |
| Cross-validated predictions for a 'GaSPModel' object. | CrossValidate |
| Describe the input variables. | DescribeX |
| Fit a GaSP model. | Fit |
| Create a 'GaSPModel' object. | GaSPModel |
| Execute 'PlotPredictions', 'PlotResiduals', 'PlotStdResiduals', 'PlotMainEffects', and 'PlotJointEffects'. | PlotAll |
| Plot the estimated joint effects. | PlotJointEffects |
| Plot the estimated main effects. | PlotMainEffects |
| Plot true versus predicted output. | PlotPredictions |
| Normal quantile-quantile (Q-Q) plot. | PlotQQ |
| Plot residuals versus each input variable. | PlotResiduals |
| Plot standardized residuals versus predictions. | PlotStdResiduals |
| Predict from a 'GaSPModel' object. | Predict |
| Calculate the root mean squared error (RMSE) of prediction | RMSE |
| Visualize a 'GaSPModel' object. | Visualize |
