Package: RobustCalibration 0.5.5

RobustCalibration: Robust Calibration of Imperfect Mathematical Models

Implements full Bayesian analysis for calibrating mathematical models with new methodology for modeling the discrepancy function. It allows for emulation, calibration and prediction using complex mathematical model outputs and experimental data. See the reference: Mengyang Gu and Long Wang, 2018, Journal of Uncertainty Quantification; Mengyang Gu, Fangzheng Xie and Long Wang, 2022, Journal of Uncertainty Quantification; Mengyang Gu, Kyle Anderson and Erika McPhillips, 2023, Technometrics.

Authors:Mengyang Gu [aut, cre]

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RobustCalibration.pdf |RobustCalibration.html
RobustCalibration/json (API)

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

Peer review:

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

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

23 exports 0.23 score 4 dependencies 17 scripts 952 downloads

Last updated 4 months agofrom:079d6402c2. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 29 2024
R-4.5-win-x86_64OKAug 29 2024
R-4.5-linux-x86_64OKAug 29 2024
R-4.4-win-x86_64OKAug 29 2024
R-4.4-mac-x86_64OKAug 29 2024
R-4.4-mac-aarch64OKAug 29 2024
R-4.3-win-x86_64OKAug 29 2024
R-4.3-mac-x86_64OKAug 29 2024
R-4.3-mac-aarch64OKAug 29 2024

Exports:Accept_proposalChol_EigenGet_inv_allGet_R_newGet_R_z_newLog_marginal_postLog_marginal_post_deltaLog_marginal_post_no_discrepancymathematical_model_evalMogihammerpredictpredict_MSpredict_MS.rcalibration_MSpredict_separable_2dimpredict_separable_2dim_MSpredict.rcalibrationrcalibrationrcalibration_MSSample_deltaSample_sigma_2_theta_mSample_sigma_2_theta_m_no_discrepancyseparable_kernelshow

Dependencies:nloptrRcppRcppEigenRobustGaSP

Readme and manuals

Help Manual

Help pageTopics
Robust Calibration of Imperfect Mathematical ModelsRobustCalibration-package RobustCalibration
Prediction for the robust calibration modelpredict predict,rcalibration-method predict.rcalibration
Prediction for the robust calibration model for multiple sourcespredict_MS predict_MS,rcalibration_MS-method predict_MS.rcalibration_MS
Predictive results for the Robust Calibration classpredictobj.rcalibration_MS predictobj.rcalibration_MS-class
Predictive results for the Robust Calibration classpredictobj.rcalibration predictobj.rcalibration-class
Setting up the robust Calibration modelrcalibration rcalibration-method
Setting up the robust Calibration model for multiple sources datarcalibration_MS rcalibration_MS-method
Robust Calibration for multiple sources classrcalibration_MS-class
Robust Calibration classrcalibration-class
Show an Robust Calibration object.show show,rcalibration-method show.rcalibration show.rcalibration-class