sml-code

E: [email protected] W: jcken95.github.io

summary of files and data etc

• emulator-data - contains the cheap, expensive and HetGP data for the Athena example

• .stan files - stan files used to fit HetGP and SML emulators. hetGP.stan fits a standard hetGP emulator, het-SML fits a stochastic multilevel emulator

• GPfunctionOptim.R - used to construct simple emulators hetGPfunctions.R - used for full MAP estimation

• emulator-integrated-means.R - used to fit and validate the Athena emulators

• diagnostics.R - contains some function for hetgp type emulator diagnostics

• psa - conducts a probabalistic sensitivity analysis

• run-first-order.R will run the analysis for both emulators

• -.R runs the analysis for the mean OR variance for HetGP OR SML

• toy-example contains MAP estimate code to run the simple sinusoidal example