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Bayesiläinen koeasetelmien suunnittelu×Keskiarvokeskeinen suunnittelu×
TieteenalaKoesuunnitteluKoesuunnittelu
MenetelmäperheProcess / pipelineProcess / pipeline
Syntyvuosi1956 (foundational); formalized 1970s–1990s1951
KehittäjäLindley (1956); Chaloner & Verdinelli (1995) landmark reviewGeorge E. P. Box and K. B. Wilson
TyyppiBayesian optimal experimental designResponse surface experimental design
AlkuperäislähdeChaloner, K., & Verdinelli, I. (1995). Bayesian Experimental Design: A Review. Statistical Science, 10(3), 273–304. DOI ↗Box, G. E. P., & Wilson, K. B. (1951). On the experimental attainment of optimum conditions. Journal of the Royal Statistical Society: Series B, 13(1), 1–45. DOI ↗
RinnakkaisnimetBayesian DOE, Bayesian optimal design, Bayesian experimental design, BDECCD, Box-Wilson design, central composite response surface design, rotatable central composite design
Liittyvät33
TiivistelmäBayesian design of experiments selects experimental runs by maximising a utility function — typically the expected information gain — computed over prior beliefs about model parameters. Unlike classical design, which optimizes algebraic criteria such as D-optimality under fixed assumptions, Bayesian DOE incorporates prior knowledge and uncertainty about the system, yielding designs that are optimal in expectation across all plausible parameter values.Central Composite Design (CCD) is a second-order response surface design that allows researchers to efficiently fit a full quadratic model relating multiple continuous input factors to one or more response variables. Introduced by Box and Wilson in 1951, it combines a factorial (or fractional factorial) core, axial (star) points, and center-point replicates into a single unified design, making it the most widely used design for process optimization in engineering, chemistry, and manufacturing.
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ScholarGateVertaile menetelmiä: Bayesian Design of Experiments · Central Composite Design. Haettu 2026-06-18 osoitteesta https://scholargate.app/fi/compare