The Role of Randomization in Bayesian and Frequentist Design of Clinical Trial

被引:5
作者
Berchialla, Paola [1 ]
Gregori, Dario [2 ]
Baldi, Ileana [2 ]
机构
[1] Univ Torino, Dept Clin & Biol Sci, Via Santena 5Bis, I-10126 Turin, Italy
[2] Univ Padua, Dept Cardiac Thorac & Vasc Sci, Unit Biostat Epidemiol & Publ Hlth, Via Loredan 18, I-35131 Padua, Italy
来源
TOPOI-AN INTERNATIONAL REVIEW OF PHILOSOPHY | 2019年 / 38卷 / 02期
关键词
Clinical trials; Bayesian inference; Frequentist inference; Randomization; ADAPTIVE RANDOMIZATION; STATISTICS; INFERENCE; MEDICINE;
D O I
10.1007/s11245-018-9542-8
中图分类号
B [哲学、宗教];
学科分类号
01 ; 0101 ;
摘要
A key role in inference is played by randomization, which has been extensively used in clinical trials designs. Randomization is primarily intended to prevent the source of bias in treatment allocation by producing comparable groups. In the frequentist framework of inference, randomization allows also for the use of probability theory to express the likelihood of chance as a source for the difference of end outcome. In the Bayesian framework, its role is more nuanced. The Bayesian analysis of clinical trials can afford a valid rationale for selective controls, pointing out a more limited role for randomization than it is generally accorded. This paper is aimed to offer a view of randomization from the perspective of both frequentist and Bayesian statistics and discussing the role of randomization also in theoretical decision models.
引用
收藏
页码:469 / 475
页数:7
相关论文
共 41 条
  • [1] The revised CONSORT statement for reporting randomized trials: Explanation and elaboration
    Altman, DG
    Schulz, KF
    Moher, D
    Egger, M
    Davidoff, F
    Elbourne, D
    Gotzsche, PC
    Lang, T
    [J]. ANNALS OF INTERNAL MEDICINE, 2001, 134 (08) : 663 - 694
  • [2] [Anonymous], 1948, Br Med J, V2, P769
  • [3] [Anonymous], 2013, BAYESIAN DATA ANAL, DOI DOI 10.1201/B16018
  • [4] [Anonymous], 2004, PHARM STAT, DOI DOI 10.1002/PST.130
  • [5] BARTLETT RH, 1985, PEDIATRICS, V76, P479
  • [6] Berger VW, 2000, STAT MED, V19, P1319, DOI 10.1002/(SICI)1097-0258(20000530)19:10<1319::AID-SIM490>3.3.CO
  • [7] 2-S
  • [8] Berry SM, 2010, CH CRC BIOSTAT SER, P1, DOI 10.1201/EBK1439825488
  • [9] Optimal Bayesian randomization
    Berry, SM
    Kadane, JB
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1997, 59 (04): : 813 - 819
  • [10] Bayesian clinical trials at the University of Texas M. D. Anderson Cancer Center
    Biswas, Swati
    Liu, Diane D.
    Lee, J. Jack
    Berry, Donald A.
    [J]. CLINICAL TRIALS, 2009, 6 (03) : 205 - 216