When multiple influential covariates need to be balanced during a clinical trial, stratified blocked randomization and covariate-adaptive randomization procedures are frequently used in trials to prevent bias and enhance the validity of data analysis results. The latter approach is increasingly used in practice for a study with multiple covariates and limited sample sizes. Among a group of these approaches, the covariate-adaptive procedures proposed by Pocock and Simon are straightforward to be utilized in practice. We aim to investigate the optimal design parameters for the patient treatment assignment probability of their developed three methods. In addition, we seek to answer the question related to the randomization performance when additional covariates are added to the existing randomization procedure. We conducted extensive simulation studies to address these practically important questions.
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Renmin Univ China, Inst Stat & Big Data, 59 Zhongguancun St, Beijing 100872, Peoples R ChinaRenmin Univ China, Inst Stat & Big Data, 59 Zhongguancun St, Beijing 100872, Peoples R China
Ma, Wei
Wang, Mengxi
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Univ Texas Hlth Sci Ctr Houston, Dept Biostat & Data Sci, 1200 Pressler St,RAS W812, Houston, TX 77030 USARenmin Univ China, Inst Stat & Big Data, 59 Zhongguancun St, Beijing 100872, Peoples R China
Wang, Mengxi
Zhu, Hongjian
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Univ Texas Hlth Sci Ctr Houston, Dept Biostat & Data Sci, 1200 Pressler St,RAS W812, Houston, TX 77030 USARenmin Univ China, Inst Stat & Big Data, 59 Zhongguancun St, Beijing 100872, Peoples R China
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Tsinghua Univ, Ctr Stat Sci, Dept Ind Engn, Beijing 100084, Peoples R ChinaTsinghua Univ, Ctr Stat Sci, Dept Ind Engn, Beijing 100084, Peoples R China
Liu, Hanzhong
Tu, Fuyi
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Renmin Univ China, Inst Stat & Big Data, Beijing 100872, Peoples R ChinaTsinghua Univ, Ctr Stat Sci, Dept Ind Engn, Beijing 100084, Peoples R China
Tu, Fuyi
Ma, Wei
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Renmin Univ China, Inst Stat & Big Data, Beijing 100872, Peoples R ChinaTsinghua Univ, Ctr Stat Sci, Dept Ind Engn, Beijing 100084, Peoples R China
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Yunnan Univ, Yunnan Key Lab Stat Modeling & Data Anal, Kunming, Peoples R ChinaYunnan Univ, Yunnan Key Lab Stat Modeling & Data Anal, Kunming, Peoples R China
Wang, Jun
Yu, Yahe
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Dalian Univ Technol, Sch Econ & Management, Dalian 116024, Peoples R ChinaYunnan Univ, Yunnan Key Lab Stat Modeling & Data Anal, Kunming, Peoples R China
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E China Normal Univ, Sch Finance & Stat, Shanghai 200062, Peoples R China
Univ Wisconsin, Dept Stat, Madison, WI 53706 USAE China Normal Univ, Sch Finance & Stat, Shanghai 200062, Peoples R China
Shao, Jun
Yu, Xinxin
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Univ Wisconsin, Dept Stat, Madison, WI 53706 USAE China Normal Univ, Sch Finance & Stat, Shanghai 200062, Peoples R China
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Queens Univ, Dept Math & Stat, Kingston, ON, CanadaQueens Univ, Dept Math & Stat, Kingston, ON, Canada
Zhao, Zixuan
Song, Yanglei
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Queens Univ, Dept Math & Stat, Kingston, ON, CanadaQueens Univ, Dept Math & Stat, Kingston, ON, Canada
Song, Yanglei
Jiang, Wenyu
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Queens Univ, Dept Math & Stat, Kingston, ON, CanadaQueens Univ, Dept Math & Stat, Kingston, ON, Canada
Jiang, Wenyu
Tu, Dongsheng
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Queens Univ, Dept Math & Stat, Kingston, ON, Canada
Canadian Canc Trials Grp, Kingston, ON, Canada
Canadian Canc Trials Grp, Kingston K7L 2V5, ON, CanadaQueens Univ, Dept Math & Stat, Kingston, ON, Canada
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Univ Penn, Dept Stat, 400 Huntsmen Hall,3730 Walnut St, Philadelphia, PA 19104 USAUniv Penn, Dept Stat, 400 Huntsmen Hall,3730 Walnut St, Philadelphia, PA 19104 USA
Ye, Ting
Yi, Yanyao
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Eli Lilly & Co, Global Stat Sci, 893 Delaware St, Indianapolis, IN 46285 USAUniv Penn, Dept Stat, 400 Huntsmen Hall,3730 Walnut St, Philadelphia, PA 19104 USA
Yi, Yanyao
Shao, Jun
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East China Normal Univ, Sch Stat, Shanghai 200241, Peoples R ChinaUniv Penn, Dept Stat, 400 Huntsmen Hall,3730 Walnut St, Philadelphia, PA 19104 USA
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Renmin Univ China, Inst Stat & Big Data, Beijing, Peoples R ChinaRenmin Univ China, Inst Stat & Big Data, Beijing, Peoples R China
Ma, Wei
Li, Ping
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Linkedin Corp, Bellevue, WA USA
Zhejiang Univ, Sch Math Sci, Hangzhou, Peoples R ChinaRenmin Univ China, Inst Stat & Big Data, Beijing, Peoples R China
Li, Ping
Zhang, Li-Xin
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Zhejiang Univ, Ctr Data Sci, Hangzhou, Peoples R ChinaRenmin Univ China, Inst Stat & Big Data, Beijing, Peoples R China
Zhang, Li-Xin
Hu, Feifang
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George Washington Univ, Dept Stat, Washington, DC 20052 USARenmin Univ China, Inst Stat & Big Data, Beijing, Peoples R China