JOURNAL ARTICLE

Empirical Likelihood Confidence Intervals for the Ratio and Difference of Two Hazard Functions

Meng Zhao

Year: 2022 Journal:   Counseling And Psychological Services Dissertations (Georgia State University)   Publisher: Georgia State University

Abstract

In biomedical research and lifetime data analysis, the comparison of two hazard functions usually plays an important role in practice. In this thesis, we consider the standard independent two-sample framework under right censoring. We construct efficient and useful confidence intervals for the ratio and difference of two hazard functions using smoothed empirical likelihood methods. The empirical log-likelihood ratio is derived and its asymptotic distribution is a chi-squared distribution. Furthermore, the proposed method can be applied to medical diagnosis research. Simulation studies show that the proposed EL confidence intervals have better performance in terms of coverage accuracy and average length than the traditional normal approximation method. Finally, our methods are illustrated with real clinical trial data. It is concluded that the empirical likelihood methods provide better inferential outcomes.

Keywords:
Confidence interval Statistics Hazard ratio Empirical likelihood Mathematics Hazard Econometrics

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Topics

Risk and Safety Analysis
Social Sciences →  Decision Sciences →  Statistics, Probability and Uncertainty
Probabilistic and Robust Engineering Design
Social Sciences →  Decision Sciences →  Statistics, Probability and Uncertainty
Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability

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