Zobrazeno 1 - 10
of 246
pro vyhledávání: '"Santner, Thomas"'
Climate models, also known as general circulation models (GCMs), are essential tools for climate studies. Each climate model may have varying accuracy across the input domain, but no single model is uniformly better than the others. One strategy to i
Externí odkaz:
http://arxiv.org/abs/2407.13169
In modern computer experiment applications, one often encounters the situation where various models of a physical system are considered, each implemented as a simulator on a computer. An important question in such a setting is determining the best si
Externí odkaz:
http://arxiv.org/abs/2301.02296
Techniques to reduce the energy burden of an industrial ecosystem often require solving a multiobjective optimization problem. However, collecting experimental data can often be either expensive or time-consuming. In such cases, statistical methods c
Externí odkaz:
http://arxiv.org/abs/2101.02558
Bayesian Additive Regression Trees (BART) are non-parametric models that can capture complex exogenous variable effects. In any regression problem, it is often of interest to learn which variables are most active. Variable activity in BART is usually
Externí odkaz:
http://arxiv.org/abs/2005.13622
This paper proposes a sequential design for maximizing a stochastic computer simulator output, y(x), over an unknown optimization domain. The training data used to estimate the optimization domain are a set of (historical) inputs, often from a physic
Externí odkaz:
http://arxiv.org/abs/2004.03854
This research proposes a flexible Bayesian extension of the composite Gaussian process (CGP) model of Ba and Joseph (2012) for predicting (stationary or) non-stationary $y(\mathbf{x})$. The CGP generalizes the regression plus stationary Gaussian proc
Externí odkaz:
http://arxiv.org/abs/1906.10737
Publikováno v:
In Reliability Engineering and System Safety March 2021 207
Publikováno v:
In Computational Statistics and Data Analysis February 2021 154
Autor:
Yannotty, John C.1 (AUTHOR) yannotty.1@buckeyemail.osu.edu, Santner, Thomas J.1 (AUTHOR), Furnstahl, Richard J.1 (AUTHOR), Pratola, Matthew T.1 (AUTHOR)
Publikováno v:
Technometrics. May2024, Vol. 66 Issue 2, p196-207. 12p.