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A Class of Transformed Mean Residual Life Models With Censored Survival Data

机译:一类带有生存生存数据的变换平均剩余寿命模型

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The mean residual life function is an attractive alternative to the survival function or the hazard function of a survival time in practice. It provides the remaining life expectancy of a subject surviving up to time t. In this study, we propose a class of transformed mean residual life models for fitting survival data under right censoring. To estimate the model parameters, we make use of the inverse probability of censoring weighting approach and develop a system of estimating equations. Efficiency and robustness of the estimators are also studied. Both asymptotic and finite sample properties of the proposed estimators are established and the approach is applied to two real-life datasets collected from clinical trials.
机译:在实践中,平均剩余寿命函数是生存时间的生存函数或危险函数的一种有吸引力的替代方法。它提供了存活到时间t的对象的剩余寿命。在这项研究中,我们提出了一类转换后的平均剩余寿命模型,用于拟合在正确审查下的生存数据。为了估计模型参数,我们利用了审查加权方法的逆概率,并开发了一个估计方程的系统。还研究了估计器的效率和鲁棒性。建立了拟议估计量的渐近和有限样本性质,并将该方法应用于从临床试验中收集的两个实际数据集。

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