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马尔可夫链模型中转移概率比较的置信带

Confidence bands for comparison of transition probabilities in a Markov chain model.

作者信息

Dabrowska D M, Ho W T

机构信息

Department of Biostatistics, University of California, Los Angeles 90095-1772, USA.

出版信息

Lifetime Data Anal. 2000 Mar;6(1):5-21. doi: 10.1023/a:1009681332533.

Abstract

We consider graphs, confidence procedures and tests that can be used to compare transition probabilities in a Markov chain model with intensities specified by a Cox proportional hazard model. Under assumptions of this model, the regression coefficients provide information about the relative risks of covariates in one-step transitions, however, they cannot in general be used to to assess whether or not the covariates have a beneficial or detrimental effect on the endpoint events. To alleviate this problem, we consider graphical tests based on confidence procedures for a generalized Q-Q plot and for the difference between transition probabilities. The procedures are illustrated using data of the International Bone Marrow Transplant Registry.

摘要

我们考虑了可用于比较马尔可夫链模型中转移概率的图、置信程序和检验,该模型的强度由考克斯比例风险模型指定。在该模型的假设下,回归系数提供了关于一步转移中协变量相对风险的信息,然而,它们通常不能用于评估协变量对终点事件是否具有有益或有害影响。为了缓解这个问题,我们考虑基于广义Q-Q图和转移概率差异的置信程序的图形检验。使用国际骨髓移植登记处的数据对这些程序进行了说明。

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