The Annals of Statistics · 1988 · 5K citations · 14 references
Public HealthBiostatisticsRisk AnalysisRisk AssessmentSurvival AnalysisCompeting RisksHazard FunctionsSurvival FunctionsSurvival ModelingTime-to-event AnalysisAnalytic ApproximationsAsymptotic AnalysisCentral Limit TheoremsCompeting Risks CensoringCompeting Risks Hazard ModelsCumulative Hazard EstimationMartingale Central Limit TheoremMartingale Theory
The study introduces a class of tests for comparing the cumulative incidence of a specific failure type across groups in right‑censored competing risks data. The tests compare weighted averages of the subdistribution hazard, with asymptotic properties derived from counting processes and martingale central limit theory, using weight functions akin to the G^p tests from survival analysis. Simulation studies demonstrate that the asymptotic distributions provide adequate approximations for moderate sample sizes.
In this paper, for right censored competing risks data, a class of tests developed for comparing the cumulative incidence of a particular type of failure among different groups. The tests are based on comparing weighted averages of the hazards of the subdistribution for the failure type of interest. Asymptotic results are derived by expressing the statistics in terms of counting processes and using martingale central limit theory. It is proposed that weight functions very similar to those for the $G^p$ tests from ordinary survival analysis be used. Simulation results indicate that the asymptotic distributions provide adequate approximations in moderate sized samples.
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The Statistical Analysis of Failure Time Data.
Murray Aitkin, John D. Kalbfleisch, Ross L. Prentice · Biometrics · 1981 · 10K citations
The Analysis of Failure Times in the Presence of Competing Risks
Ross L. Prentice, John D. Kalbfleisch, Arthur V. Peterson et al. · Biometrics · 1978 · 1.5K citations
Nonparametric Inference for a Family of Counting Processes
Odd O. Aalen · The Annals of Statistics · 1978 · 1.5K citations
A class of rank test procedures for censored survival data
David P. Harrington, Thomas R. Fleming · Biometrika · 1982 · 1.2K citations