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適応実験×応答曲面法 (RSM)×
分野実験計画法実験計画法
系統Process / pipelineHypothesis test
提唱年1940s–1970s (sequential foundations); formalised in clinical and behavioural research by 1980s–2000s1951
提唱者Abraham Wald (sequential analysis foundation); expanded by Robbins, Armitage, and othersGeorge E. P. Box & K. B. Wilson
種類Experimental research designSecond-order polynomial response surface model
原典Chow, S. C., & Chang, M. (2008). Adaptive Design Methods in Clinical Trials. Chapman and Hall/CRC. ISBN: 978-1584886761Box, 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. link ↗
別名adaptive design, response-adaptive randomization, adaptive trial, adaptive randomizationRSM, Central Composite Design, Box-Behnken Design, CCD
関連57
概要An adaptive experiment is an experimental design in which pre-specified rules allow the protocol to be modified — such as reallocating participants to better-performing arms, stopping early for efficacy or futility, or changing sample size — based on accumulating interim data, while maintaining statistical validity. Adaptive designs are widely used in clinical trials, behavioural economics, and online platform testing to improve efficiency and ethics without sacrificing inferential rigour.Response Surface Methodology is a collection of statistical and mathematical techniques for building an empirical second-order polynomial model that relates a continuous response variable to two or more controllable input factors, and then locating the factor settings that optimize that response. The approach was introduced by George E. P. Box and K. B. Wilson in their landmark 1951 paper and has since become a cornerstone of process optimization across engineering, chemistry, food science, and pharmaceutics.
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ScholarGate手法を比較: Adaptive Experiment · Response Surface Methodology. 2026-06-17に以下より取得 https://scholargate.app/ja/compare