Non-proportionality and non-positive excess intensities are two major
problems in regression modelling for long-term survival of cancer. In
this paper a linear non-parametric regression model for the excess int
ensity is presented which overcomes these problems. The model allows t
he excess intensity to be varying with time as well as to be non-posit
ive. A test for the effect of covariates in specific time intervals, o
r for the complete observation period, is given together with a Kolmog
orov-Smirnov type test. The method is illustrated by an analysis of lo
ng-term survival of all Norwegian male colon cancer patients registere
d in the period 1965 to 1974, and who survived the initial 5 years aft
er diagnosis.