Mixtures of proportional hazards regression models.

Abstract:

:This paper presents a mixture model which combines features of the usual Cox proportional hazards model with those of a class of models, known as mixtures-of-experts. The resulting model is more flexible than the usual Cox model in the sense that the log hazard ratio is allowed to vary non-linearly as a function of the covariates. Thus it provides a flexible approach to both modelling survival data and model checking. The method is illustrated with simulated data, as well as with multiple myeloma data.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Rosen O,Tanner M

doi

10.1002/(sici)1097-0258(19990515)18:9<1119::aid-si

subject

Has Abstract

pub_date

1999-05-15 00:00:00

pages

1119-31

issue

9

eissn

0277-6715

issn

1097-0258

pii

10.1002/(SICI)1097-0258(19990515)18:9<1119::AID-SI

journal_volume

18

pub_type

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