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试点析因实验×全因子实验×
领域实验设计实验设计
方法族Process / pipelineProcess / pipeline
起源年份1950s–1960s (fractional factorial foundation); pilot study integration formalized in 20th century DOE practice1926 (Fisher's foundational paper); codified by the 1950s–1960s
提出者Box, Hunter & Hunter (fractional factorial); pilot study concept developed broadly in industrial and clinical experimentationRonald A. Fisher
类型Experimental screening design (pilot phase)Experimental design
开创性文献Montgomery, D. C. (2017). Design and Analysis of Experiments (9th ed.). Wiley. ISBN: 978-1119492443Box, G. E. P., Hunter, J. S., & Hunter, W. G. (2005). Statistics for Experimenters: Design, Innovation, and Discovery (2nd ed.). Wiley-Interscience. ISBN: 978-0471718130
别名pilot FFE, screening pilot design, pilot fractional factorial, pilot FF screening studyfull factorial design, complete factorial design, 2^k factorial design, FFD
相关56
摘要A pilot fractional factorial experiment is a small-scale preliminary study that uses a fractional factorial design — testing only a subset of all possible factor combinations — to screen multiple factors simultaneously before committing to a full-scale investigation. It provides early estimates of effect sizes, variance, and feasibility at substantially reduced cost and participant burden compared to a full factorial pilot or a full-scale trial.A full factorial experiment runs every possible combination of all chosen factor levels, making it the gold standard for simultaneously estimating main effects, two-way interactions, and higher-order interactions among multiple independent variables. Introduced through Ronald Fisher's foundational work on factorial designs in the 1920s and systematised by Box, Hunter, and Montgomery, it provides complete information about how factors act individually and in combination on an outcome.
ScholarGate数据集
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  1. v1
  2. 2 来源
  3. PUBLISHED

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ScholarGate方法对比: Pilot Fractional Factorial Experiment · Full Factorial Experiment. 于 2026-06-20 检索自 https://scholargate.app/zh/compare