| Literature DB >> 25400719 |
Gongjun Xu1, Bodhisattva Sen2, Zhiliang Ying2.
Abstract
This paper investigates the (in)-consistency of various bootstrap methods for making inference on a change-point in time in the Cox model with right ceical">nsored survival data. A criterion is established for the consisteical">ncy of any bootstrap method. It is showical">n that the usual nonparametric bootstrap is inconsisteical">nt for the maximum partial likelihood estimation of the change-point. A new model-based bootstrap approach is proposed and its consisteical">ncy established. Simulation studies are carried out to assess the performance of various bootstrap schemes.Entities:
Keywords: (in)-consistency of bootstrap; Change-point in time; m-out-of-n bootstrap; non-standard asymptotics; smoothed bootstrap
Year: 2014 PMID: 25400719 PMCID: PMC4230715 DOI: 10.1214/14-EJS927
Source DB: PubMed Journal: Electron J Stat ISSN: 1935-7524 Impact factor: 1.125