Computer Model Calibration using High Dimensional Output

@inproceedings{Higdon2005ComputerMC,
title={Computer Model Calibration using High Dimensional Output},
author={Dave Higdon and James R. Gattiker and Brian Williams and M. J. Rightley},
year={2005}
}

This work focuses on combining observations from field experiments with detailed computer simulations of a physical process to carry out statistical inference. Of particular interest here is determining uncertainty in resulting predictions. This typically involves calibration of parameters in the computer simulator as well as accounting for inadequate physics in the simulator. We consider applications in characterizing material properties for which the field data and the simulator output are… CONTINUE READING