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Semi-Parametric Non-Proportional Hazard Model With Time Varying Covariate

机译:具有时变协变量的半参数非比例危险模型

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摘要

The application of survival analysis has extended the importance of statistical methods for time to event data that incorporate time dependent covariates. The Cox proportional hazards model is one such method that is widely used. An extension of the Cox model with time-dependent covariates was adopted when proportionality assumption are violated. The purpose of this study is to validate the model assumption when hazard rate varies with time. This approach is applied to model data on duration of infertility subject to time varying covariate. Validity is assessed by a set of simulation experiments and results indicate that a non proportional hazard model performs well in the phase of violated assumptions of the Cox proportional hazards.
机译:生存分析的应用扩展了时间统计方法到包含时间相关协变量的事件数据的重要性。 Cox比例风险模型就是一种被广泛使用的方法。当违反比例假设时,采用具有时间相关协变量的Cox模型扩展。本研究的目的是在危险率随时间变化时验证模型假设。该方法适用于不育持续时间受时变协变量影响的模型数据。通过一组模拟实验评估有效性,结果表明,非比例风险模型在违反Cox比例风险假设的阶段表现良好。

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