IEEE J Biomed Health Inform. 2018 May;22(3):926-934. doi: 10.1109/JBHI.2017.2704920. Epub 2017 May 16.
In this paper, we develop likelihood inference based on the expectation maximization algorithm for the Box-Cox transformation cure rate model assuming the lifetimes to follow a Weibull distribution. A simulation study is carried out to demonstrate the performance of the proposed estimation method. Through Monte Carlo simulations, we also study the effect of model misspecification on the estimate of cure rate. Finally, we analyze a well-known data on melanoma with the model and the inferential method developed here.
在本文中,我们针对假定寿命服从威布尔分布的 Box-Cox 变换治愈率模型,基于期望最大化算法开发了似然推断。通过蒙特卡罗模拟,我们还研究了模型误设定对治愈率估计的影响。最后,我们用这里开发的模型和推理方法分析了一个著名的黑色素瘤数据。