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Testing for Linear Regression Relationships in Randomly Right-Censored Varying-Coefficient Models

机译:随机右删失的变系数模型中线性回归关系的检验

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摘要

A test statistic is constructed to test linear relationships in randomly right-censored varying-coefficient models. A residual-based bootstrap procedure is employed to derive the p-value of the test. The performance of the test is examined by extensive simulations. The simulation results show that the bootstrap estimate of the null distribution of the test statistic is approximately valid and the test method with the residual-based bootstrap works satisfactorily for at least moderate censoring rates of the response. Furthermore, the proposed test is applied to the Stanford heart transplant data for exploring a linear regression relationship between the logrithm of the survival time and the age of the patients.
机译:构建测试统计量以测试随机右删失的变化系数模型中的线性关系。基于残差的自举程序用于得出测试的p值。通过广泛的模拟检查测试的性能。仿真结果表明,对测试统计量的零分布的自举估计是近似有效的,并且基于残差的自举的测试方法至少对响应的中度删失率令人满意。此外,将拟议的测试应用于斯坦福大学的心脏移植数据,以探索生存时间的对数与患者年龄之间的线性回归关系。

著录项

  • 来源
    《Communications in Statistics》 |2010年第7期|p.1122-1146|共25页
  • 作者

    TIZHENG LI; CHANGLIN MEI;

  • 作者单位

    School of Science, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, People's Republic of China School of Science, Xi'an University of Architecture and Technology, Shaanxi, People's Republic of China;

    rnSchool of Science, Xi'an Jiaotong University, Shaanxi, People's Republic of China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    bootstrap; local linear fitting; randomly right-censored varyingcoefficient model;

    机译:引导程序局部线性拟合随机右删失的变异系数模型;

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