Research

A full list of my publications is available on my CV and on my Google scholar page. The papers presented here are a sampling of some of my favorites.

Selected Publications

Monotonic warpings for additive and deep Gaussian processes

Steven Barnett, Lauren J. Beesley, Annie S. Booth, Robert B. Gramacy, and Dave Osthus (2024)
In Review (arXiv:2408.01540)
Reproducible code available on Bitbucket

Contour location for reliability in airfoil simulation experiments using deep Gaussian processes

Annie S. Booth, S. Ashwin Renganathan, and Robert B. Gramacy (2024)
Annals of Applied Statistics (arXiv:2308.04420)
Reproducible code available on Bitbucket

Vecchia-approximated deep Gaussian processes for computer experiments

Annie Sauer, Andrew Cooper, and Robert B. Gramacy (2022)
Journal of Computational and Graphical Statistics (arXiv:2204.02904)
Reproducible code available on Bitbucket

Active learning for deep Gaussian process surrogates

Annie Sauer, Robert B. Gramacy, and David Higdon (2021)
Technometrics (arXiv:2012.08015)
Reproducible code available on Bitbucket

Deep Gaussian process surrogates for computer experiments

Annie Sauer (2023)
Ph.D. Thesis, Virginia Polytechnic Institite and State University
Reproducible code available on Bitbucket