THE L(2) RATE OF CONVERGENCE FOR HAZARD REGRESSION

Citation
C. Kooperberg et al., THE L(2) RATE OF CONVERGENCE FOR HAZARD REGRESSION, Scandinavian journal of statistics, 22(2), 1995, pp. 143-157
Citations number
27
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
03036898
Volume
22
Issue
2
Year of publication
1995
Pages
143 - 157
Database
ISI
SICI code
0303-6898(1995)22:2<143:TLROCF>2.0.ZU;2-U
Abstract
The logarithm of the conditional hazard function of a survival time gi ven one or more covariates is approximated by a function having the fo rm of a specified sum of functions of at most d of the variables. Subj ect to this form, the approximation is chosen to maximize the expected conditional log-likelihood. Maximum likelihood and sums of tenser pro ducts of polynomial splines are used to construct an estimate of this approximation based on a random sample. The components of this estimat e possess a rate of convergence that depends only on d and a suitably defined smoothness parameter.