Alternative Distributions
In ordinary linear regression, the assumption of a normal distribution for the disturbance term is routinely invoked for a wide range of applications. Yet PROC LIFEREG allows for four additional distributions for ε: extreme value (2 parameter), extreme value (1 parameter), log-gamma, and logistic. For each of these distributions, there is a corresponding distribution for T:
Distribution of ε | Distribution of T |
---|---|
extreme value (2 par.) | Weibull |
extreme value (1 par.) | exponential |
log-gamma | gamma |
logistic | log-logistic |
normal | log-normal |
Incidentally, all AFT models are named for the distribution of T rather than the distribution of ε or log T. You might expect that since the logistic and normal lead to the log-logistic and log-normal, ...
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