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A/B 测试(在线对照实验)×随机对照试验 (RCT)×顺序/分组顺序试验设计×
领域实验设计实验设计实验设计
方法族Hypothesis testHypothesis testHypothesis test
起源年份193519481979
提出者Ron Kohavi et al. (Microsoft); conceptual roots in R. A. Fisher's randomized experiments (1935)James Lind (early precursor, 1747); modern formulation: Austin Bradford Hill & Medical Research Council (1948)O'Brien & Fleming; Pocock; Lan & DeMets
类型Parametric comparison (frequentist or Bayesian)Interventional comparative studyAdaptive stopping trial design
开创性文献Kohavi, R., Tang, D., & Xu, Y. (2020). Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing. Cambridge University Press. ISBN: 9781108724265Schulz, K.F., Altman, D.G., Moher, D., for the CONSORT Group (2010). CONSORT 2010 Statement: Updated Guidelines for Reporting Parallel Group Randomised Trials. BMJ, 340, c332. DOI ↗O'Brien, P.C. & Fleming, T.R. (1979). A Multiple Testing Procedure for Clinical Trials. Biometrics, 35(3), 549–556. DOI ↗
别名split test, controlled experiment, two-variant test, A/B Testi (Online Kontrollü Deney)RCT, randomised controlled trial, clinical trial, Randomize Kontrollü Çalışma (RCT) Tasarımıgroup sequential design, adaptive stopping design, Ardışık Deneme Tasarımı (Sequential / Group Sequential)
相关473
摘要An A/B test is a randomized controlled experiment that simultaneously exposes two groups of users to a control variant (A) and a treatment variant (B) in order to determine whether a measured outcome differs significantly between them. The modern online controlled experiment framework was systematized by Ron Kohavi and colleagues at Microsoft in the early 2000s, building on R. A. Fisher's classical randomization principles from 1935. It is the dominant causal inference tool in web product development, digital marketing, and experimentation platforms.A randomized controlled trial (RCT) is the gold standard experimental design in clinical and health research, in which participants are randomly allocated to a treatment group or a control group so that the effect of an intervention can be measured with the highest possible degree of internal validity. The modern parallel-group RCT was formalized by Austin Bradford Hill and the Medical Research Council in their landmark streptomycin trial of 1948, and its reporting is governed today by the CONSORT 2010 guidelines (Schulz et al., 2010).Sequential and group sequential trial designs allow a study to be stopped early — or continued — based on interim analyses conducted as data accumulate. The core framework was formalised by O'Brien and Fleming in 1979 and extended by Lan and DeMets's alpha-spending approach, and it controls the overall Type I error rate across all planned looks by pre-specifying both efficacy and futility boundaries before enrolment begins.
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ScholarGate方法对比: A/B Test · Randomized Controlled Trial · Sequential Design. 于 2026-06-18 检索自 https://scholargate.app/zh/compare