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簇随机析因实验×多臂实验×
领域实验设计实验设计
方法族Process / pipelineProcess / pipeline
起源年份1950s (fractional factorial); 1980s-1990s (cluster-randomized extensions)1990s–2000s (clinical formalization); multi-arm concept implicit in ANOVA-era factorial designs
提出者Box, Hunter & Hunter (fractional factorial foundations); Murray & colleagues (group-randomized trial methodology)Developed within clinical trials methodology; formalized by Parmar, Royston and colleagues (UK MRC CTU, early 2000s)
类型Experimental design (compound)Experimental design
开创性文献Box, G. E. P., Hunter, J. S., & Hunter, W. G. (2005). Statistics for Experimenters: Design, Innovation, and Discovery (2nd ed.). Wiley. ISBN: 978-0471718130Royston, P., Parmar, M. K. B., & Qian, W. (2003). Novel designs for multi-arm clinical trials with survival outcomes with an application in ovarian cancer. Statistics in Medicine, 22(14), 2239–2256. DOI ↗
别名CR-FFE, cluster-randomized fractional factorial design, group-randomized fractional factorial trial, CRFFDmulti-arm trial, multiple-arm experiment, multi-group experiment, many-arm design
相关55
摘要A cluster-randomized fractional factorial experiment combines two design principles: randomization is applied to intact groups (clusters such as schools, clinics, or communities) rather than individuals, and only a carefully chosen fraction of all possible factor-level combinations is tested. This pairing makes it practical to screen or evaluate multiple intervention components simultaneously in settings where individual randomization is infeasible, while keeping the number of required clusters manageable.A multi-arm experiment simultaneously compares three or more treatment or intervention conditions — each called an arm — against a shared control or against one another. By testing multiple alternatives in a single study, it yields more information per participant than running separate two-group experiments sequentially, while controlling the overall Type I error rate through pre-specified comparison strategies.
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  3. PUBLISHED

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ScholarGate方法对比: Cluster Randomized Fractional Factorial Experiment · Multi-arm experiment. 于 2026-06-19 检索自 https://scholargate.app/zh/compare