Matches in SemOpenAlex for { <https://semopenalex.org/work/W3048479963> ?p ?o ?g. }
- W3048479963 abstract "Mathematical models implemented on a computer have become the driving force behind the acceleration of the cycle of scientific processes. This is because computer models are typically much faster and economical to run than physical experiments. In this work, we develop an empirical Bayes approach to predictions of physical quantities using a computer model, where we assume that the computer model under consideration needs to be calibrated and is computationally expensive. We propose a Gaussian process emulator and a Gaussian process model for the systematic discrepancy between the computer model and the underlying physical process. This allows for closed-form and easy-to-compute predictions given by a conditional distribution induced by the Gaussian processes. We provide a rigorous theoretical justification of the proposed approach by establishing posterior consistency of the estimated physical process. The computational efficiency of the methods is demonstrated in an extensive simulation study and a real data example. The newly established approach makes enhanced use of computer models both from practical and theoretical standpoints." @default.
- W3048479963 created "2020-08-18" @default.
- W3048479963 creator A5001978315 @default.
- W3048479963 creator A5026170552 @default.
- W3048479963 creator A5060359340 @default.
- W3048479963 creator A5088272955 @default.
- W3048479963 date "2020-08-11" @default.
- W3048479963 modified "2023-09-27" @default.
- W3048479963 title "A Fast, Scalable, and Calibrated Computer Model Emulator: An Empirical Bayes Approach" @default.
- W3048479963 cites W120717426 @default.
- W3048479963 cites W1509689762 @default.
- W3048479963 cites W1973333099 @default.
- W3048479963 cites W1989520638 @default.
- W3048479963 cites W1996387266 @default.
- W3048479963 cites W2005724945 @default.
- W3048479963 cites W2006671722 @default.
- W3048479963 cites W2016108676 @default.
- W3048479963 cites W2025909913 @default.
- W3048479963 cites W2027319489 @default.
- W3048479963 cites W2042828066 @default.
- W3048479963 cites W2051530843 @default.
- W3048479963 cites W2052592567 @default.
- W3048479963 cites W2056145269 @default.
- W3048479963 cites W2072534723 @default.
- W3048479963 cites W2078454401 @default.
- W3048479963 cites W2093529617 @default.
- W3048479963 cites W2108816982 @default.
- W3048479963 cites W2111306697 @default.
- W3048479963 cites W2133855861 @default.
- W3048479963 cites W2146766088 @default.
- W3048479963 cites W2148936717 @default.
- W3048479963 cites W2152937653 @default.
- W3048479963 cites W2302596551 @default.
- W3048479963 cites W2497151737 @default.
- W3048479963 cites W2510654329 @default.
- W3048479963 cites W2554490345 @default.
- W3048479963 cites W2765525760 @default.
- W3048479963 cites W2798972612 @default.
- W3048479963 cites W2806629281 @default.
- W3048479963 cites W2911716923 @default.
- W3048479963 cites W2964037800 @default.
- W3048479963 cites W2998313242 @default.
- W3048479963 cites W3013828499 @default.
- W3048479963 cites W3015416707 @default.
- W3048479963 cites W3015634775 @default.
- W3048479963 cites W3104263461 @default.
- W3048479963 hasPublicationYear "2020" @default.
- W3048479963 type Work @default.
- W3048479963 sameAs 3048479963 @default.
- W3048479963 citedByCount "0" @default.
- W3048479963 crossrefType "posted-content" @default.
- W3048479963 hasAuthorship W3048479963A5001978315 @default.
- W3048479963 hasAuthorship W3048479963A5026170552 @default.
- W3048479963 hasAuthorship W3048479963A5060359340 @default.
- W3048479963 hasAuthorship W3048479963A5088272955 @default.
- W3048479963 hasConcept C107673813 @default.
- W3048479963 hasConcept C111919701 @default.
- W3048479963 hasConcept C11413529 @default.
- W3048479963 hasConcept C121332964 @default.
- W3048479963 hasConcept C154945302 @default.
- W3048479963 hasConcept C163716315 @default.
- W3048479963 hasConcept C207201462 @default.
- W3048479963 hasConcept C2776436953 @default.
- W3048479963 hasConcept C41008148 @default.
- W3048479963 hasConcept C44154836 @default.
- W3048479963 hasConcept C48044578 @default.
- W3048479963 hasConcept C61326573 @default.
- W3048479963 hasConcept C62520636 @default.
- W3048479963 hasConcept C77088390 @default.
- W3048479963 hasConcept C87466663 @default.
- W3048479963 hasConcept C98045186 @default.
- W3048479963 hasConceptScore W3048479963C107673813 @default.
- W3048479963 hasConceptScore W3048479963C111919701 @default.
- W3048479963 hasConceptScore W3048479963C11413529 @default.
- W3048479963 hasConceptScore W3048479963C121332964 @default.
- W3048479963 hasConceptScore W3048479963C154945302 @default.
- W3048479963 hasConceptScore W3048479963C163716315 @default.
- W3048479963 hasConceptScore W3048479963C207201462 @default.
- W3048479963 hasConceptScore W3048479963C2776436953 @default.
- W3048479963 hasConceptScore W3048479963C41008148 @default.
- W3048479963 hasConceptScore W3048479963C44154836 @default.
- W3048479963 hasConceptScore W3048479963C48044578 @default.
- W3048479963 hasConceptScore W3048479963C61326573 @default.
- W3048479963 hasConceptScore W3048479963C62520636 @default.
- W3048479963 hasConceptScore W3048479963C77088390 @default.
- W3048479963 hasConceptScore W3048479963C87466663 @default.
- W3048479963 hasConceptScore W3048479963C98045186 @default.
- W3048479963 hasLocation W30484799631 @default.
- W3048479963 hasOpenAccess W3048479963 @default.
- W3048479963 hasPrimaryLocation W30484799631 @default.
- W3048479963 hasRelatedWork W1560016764 @default.
- W3048479963 hasRelatedWork W1872077756 @default.
- W3048479963 hasRelatedWork W1872829251 @default.
- W3048479963 hasRelatedWork W1963859990 @default.
- W3048479963 hasRelatedWork W2097364769 @default.
- W3048479963 hasRelatedWork W2100182493 @default.
- W3048479963 hasRelatedWork W2171313330 @default.
- W3048479963 hasRelatedWork W2186850983 @default.
- W3048479963 hasRelatedWork W2492057178 @default.
- W3048479963 hasRelatedWork W2914686516 @default.