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Optimised point estimators for multi-stage single-arm phase II oncology trials
Michael J Grayling1, Adrian P Mander2
1Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK.
Abstract:
The uniform minimum variance unbiased estimator (UMVUE) is, by definition, a solution to removing bias in estimation following a multi-stage single-arm trial with a primary dichotomous outcome. However, the UMVUE is known to have large residual mean squared error (RMSE). Therefore, we develop an optimisation approach to finding estimators with reduced RMSE for many response rates, which attain low bias. We demonstrate that careful choice of the optimisation parameters can lead to an estimator with often substantially reduced RMSE, without the introduction of appreciable bias.
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