humanmaycry
05-16-2009, 10:35 PM
i am using PROC LIFEREG for a censored data to estimate the paramters for a weibull distribution, however i want to compare the estimated parameters by using Least Square and Max likelihood method.
I have read the help file, there is no option in LIFEREG to choose LS or MLE.
anyone know how to choose the calculation method for this in SAS?
thanks, i appreciate.
vinux
05-17-2009, 02:29 AM
Parameter estimation in LIFEREG using MLE only. Least square method cannot be used because of censored data.
humanmaycry
05-17-2009, 03:21 PM
Parameter estimation in LIFEREG using MLE only. Least square method cannot be used because of censored data.
for censored data, for small samples size data, LS sometimes have a better estimation than MLE, that is the reason why I want to compare MLE and LS.
What about I extract failure data from the censored data, then using LE to estimate?
vinux
05-18-2009, 10:04 PM
for censored data, for small samples size data, LS sometimes have a better estimation than MLE, that is the reason why I want to compare MLE and LS.
What about I extract failure data from the censored data, then using LE to estimate?
I guess, you will take the maximum available information for censored observations. You can do that. But it will be a biased estimation ( under estimation).
And when we compare LS and MLE, many times LS shows a close fit when we compare with response (say Y) and pred(Y).
Because in LIFEREG, Y is not the response variable most of the times. Response will be Log(Y) or Logit(Y) or... depending on the distribution.
See this for more info
http://math.uc.edu/~scl/computing/lifereg.pdf