Predicting the output from a complex computer code when fast approximations are available

Keywords

Code (set theory), Mathematics, Volume (thermodynamics), Algorithm, Computer science

References

• Bayesian numerical analysisK. Ritter — 2000
• Simplicity out of complexityJonathan R. Ellis — 2000
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• Bayesian design and analysis of computer experiments: Use of derivatives in surface predictionMax D. Morris, Toby J. Mitchell, Donald Ylvisaker — 1993
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• Circuit optimization via sequential computer experiments: design of an output bufferRobert Aslett, R. Buck, Steven G. Duvall — 2002
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• Curve Fitting and Optimal Design for PredictionAnthony O’Hagan — 1978
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• Design and analysis of computer experimentsL. Etman — 2005

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• Integrating Analytical Models with Finite-Element Models: An Application in MicromachiningShan Ba, Nikhil Jain, V. Roshan Joseph — 2013
• Predictive Maturity of Computer Models Using Functional and Multivariate OutputHuriye S Atamturktur, François Hemez, Cetin Unal — 2008
• Motivated Metamodels: Synthesis of Cause-Effect Reasoning and Statistical MetamodelingPaul K Davis, James H. Bigelow — 2003
• Prediction and Calibration Using Outputs from Multiple Computer SimulatorsJoslin Goh — 2014
• Statistical Inference Utilizing Agent Based ModelsDaniel Heard — 2014
• Efficient Characterization of Structural Dynamic Responses under Uncertainties: from Order-Reduced Simulation to Data-Driven EmulationZeping Xia — 2012
• Construction of some new families of nested orthogonal arraysTian-fang Zhang, Guobin Wu, Aloke Dey — 2019
• Sequential design of computer experiments to minimize integrated response functionsWilliam I. Notz, Thomas J. Santner, Brian J. Williams — 2000
• Méthodes d'interpolation à noyaux pour l'approximation de fonctions type boîte noire coûteusesPierre Barbillon — 2010
• Nested Lattice Sampling: A New Sampling Scheme Derived by Randomizing Nested Orthogonal ArraysPeter Z. G. Qian, Mingyao Al — 2010
• An Iterative Uncertainty Assessment Technique for Environmental ModelingDave Engel, A. M. Liebetrau, Kenneth D. Jarman — 2004
• Predictive quantification of surrogate model fidelity based on modal variations with sample densityAli Mehmani, Souma Chowdhury, Achille Messac — 2015
• Penetrator reliability investigation and design exploration : from conventional design processes to innovative uncertainty-capturing algorithms.Monica Martinez-Canales, Robert Heaphy, Robert B. Gramacy — 2006
• Simplified Cross-Correlation Estimation For Multi-Fidelity Surrogate Cokriging ModelsRalf Zimmermann, Zhonghua Han — 2010
• Verification and Validation under Uncertainty Applied to Finite Element Models of Historic Masonry MonumentsSezer Atamtürktür — 2008
• Development of Multidisciplinary, Multifidelity Analysis, Integration, and Optimization of Aerospace VehiclesPatrick H. Reisenthel, Theodore T. Allen, Daniel J. Lesieutre — 2010
• Policy making using computer simulators for complex physical systems : Bayesian decision support for the development of adaptive strategiesDaniel Williamson — 2010
• Multi-fidelity Gaussian process regression for computer experimentsLoïc Le Gratiet, GARNIER, Josselin — 2013
• Inverse problems occurring in uncertainty analysisShuai Fu — 2012
• Multifidelity Analysis and Optimization for Supersonic DesignIlan Kroo, Karen Willcox, Andrew March — 2010

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