A comparison of statistical emulation methodologies for multi-wave calibration of environmental models

Calibrating a large computer experiment simulating radiative shock hydrodynamics

(2015) Robert B. Gramacy et al.   Annals of Applied Statistics

Bayesian History Matching of Complex Infectious Disease Models Using Emulation: A Tutorial and a Case Study on HIV in Uganda

(2015) Ioannis Andrianakis et al.   PLoS Computational Biology

Identifying and removing structural biases in climate models with history matching

(2014) Daniel Williamson et al.   CLIMATE DYNAMICS

History matching for exploring and reducing climate model parameter space using observations and a large perturbed physics ensemble

(2013) Daniel Williamson et al.   CLIMATE DYNAMICS

Multivariate Gaussian Process Emulators With Nonseparable Covariance Structures

(2013) Thomas E. Fricker et al.   TECHNOMETRICS

The effect of the nugget on Gaussian process emulators of computer models

(2012) Ioannis Andrianakis et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Calibrated prediction of Pine Island Glacier retreat during the 21st and 22nd centuries with a coupled flowline model

(2012) Rupert M. Gladstone et al.   EARTH AND PLANETARY SCIENCE LETTERS

Efficient emulators of computer experiments using compactly supported correlation functions, with an application to cosmology

(2011) Cari G. Kaufman et al.   Annals of Applied Statistics

Multivariate probabilistic projections using imperfect climate models part I: outline of methodology

(2011) David M. H. Sexton et al.   CLIMATE DYNAMICS

Precalibrating an intermediate complexity climate model

(2010) Neil R. Edwards et al.   CLIMATE DYNAMICS

Cases for the nugget in modeling computer experiments

(2010) Robert B. Gramacy et al.   STATISTICS AND COMPUTING

The Potential to Narrow Uncertainty in Regional Climate Predictions

(2009) Ed Hawkins et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Analyzing the Climate Sensitivity of the HadSM3 Climate Model Using Ensembles from Different but Related Experiments

(2009) Jonathan Rougier et al.   JOURNAL OF CLIMATE

Bayesian emulation of complex multi-output and dynamic computer models

(2009) Stefano Conti et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Small Sample Bayesian Designs for Complex High-Dimensional Models Based on Information Gained Using Fast Approximations

(2009) Jonathan A. Cumming et al.   TECHNOMETRICS

A Bayesian calibration approach to the thermal problem

(2008) Dave Higdon et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Efficient Emulators for Multivariate Deterministic Functions

(2008) Jonathan Rougier   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Computer Model Calibration Using High-Dimensional Output

(2008) Dave Higdon et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION