Inferring Atmospheric Release Characteristics in a Large Computer Experiment Using Bayesian Adaptive Splines

DOI10.1080/01621459.2018.1562933zbMath1428.86014OpenAlexW2912962675MaRDI QIDQ5208043

Bruno Sansó, Vera Bulaevskaya, Devin Francom, Donald Lucas, Matthew J. Simpson

Publication date: 15 January 2020

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://www.osti.gov/biblio/1822600

zbMATH Keywords

inverse problemsensitivity analysismodel calibrationuncertainty quantificationfunctional outputsatmospheric dispersion modelscategorical inputsmultivariate emulation

Mathematics Subject Classification ID

Applications of statistics to physics (62P35) Meteorology and atmospheric physics (86A10)

Related Items (2)

Bayesian projection pursuit regression ⋮ Landmark-Warped Emulators for Models with Misaligned Functional Response

Uses Software

• gss
• BayesDA
• fdakma
• BASS
• BartPy

Cites Work

• BART: Bayesian additive regression trees
• Reversible jump Markov chain Monte Carlo computation and Bayesian model determination
• Efficient emulators of computer experiments using compactly supported correlation functions, with an application to cosmology
• Calibrating a large computer experiment simulating radiative shock hydrodynamics
• Multivariate adaptive regression splines
• Design and analysis of computer experiments. With comments and a rejoinder by the authors
• Bayesian Calibration of Computer Models
• Bayesian Treed Gaussian Process Models With an Application to Computer Modeling
• Gaussian Predictive Process Models for Large Spatial Data Sets
• Mixtures of g Priors for Bayesian Variable Selection
• Computer Model Calibration Using High-Dimensional Output
• Sensitivity Analysis and Emulation for Functional Data using Bayesian Adaptive Splines
• Spline-Based Emulators for Radiative Shock Experiments With Measurement Error
• An adaptive Metropolis algorithm
• Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates
• Modularization in Bayesian analysis, with emphasis on analysis of computer models
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item

This page was built for publication: Inferring Atmospheric Release Characteristics in a Large Computer Experiment Using Bayesian Adaptive Splines