Efficient Adaptive Randomization and Stopping Rules in Multi-arm Clinical Trials for Testing a New Treatment

被引:4
|
作者
Lai, Tze Leung [1 ]
Liao, Olivia Yueh-Wen [1 ]
机构
[1] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
Adaptive allocation; Information bound; Interim analysis; Internal pilot; Multi-armed bandit theory; Multiple treatment; EXPECTED SAMPLE-SIZE;
D O I
10.1080/07474946.2012.719433
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Motivated by applications to confirmatory clinical trials for testing a new treatment against a placebo or active control when the new treatment has k possible treatment strategies (arms)-for example, k possible doses for a new drug-we develop an asymptotic theory for efficient outcome-adaptive randomization schemes and optimal stopping rules. Our approach consists of developing asymptotic lower bounds for the expected sample sizes from the k treatment arms and the control arm and using generalized sequential likelihood ratio procedures to achieve these bounds. Implementation details provided.
引用
收藏
页码:441 / 457
页数:17
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