Software

R Packages

The following packages implement methods developed in our research on Gaussian process modeling, computer experiments, calibration, and multi-fidelity emulation.

MuFiMeshGP

Multi-fidelity emulator for computer experiments with tunable fidelity levels.

DNAmf

Diffusion non-additive model with tunable precision.

RNAmf

Recursive non-additive emulator for multi-fidelity data.

mcGP

Mesh-clustered Gaussian process emulator for PDE boundary value problems.

GPcluster

Clustered Gaussian process modeling for computer experiments.

HetCalibrate

Calibration parameter estimation for inexact computer models with heteroscedastic errors.

calibrateBinary

Calibration for computer experiments with binary responses.

binaryGP

Gaussian process modeling for time-series binary responses.

MRFA

Multi-resolution functional ANOVA for large-scale nonlinear regression.


Research Code & Reproducibility

Code repositories for reproducing results in our published work.

2024 • Journal of the Royal Statistical Society: Series C
2022 • SIAM/ASA Journal on Uncertainty Quantification