[R] Validating a Cox model on an external set
Frank E Harrell Jr
f.harrell at vanderbilt.edu
Tue Sep 28 19:10:34 CEST 2004
Min-Han Tan wrote:
> Good morning,
>
> Sorry to trouble the list.
>
> I have a problem I hope to seek your advice on.
>
> Essentially, I am trying to 'validate' a multivariate Cox proportional
> hazards model built in a training set, by testing it on an external
> test set. I have performed a survfit using the Cox model to predict
> survival for the test set, and obtained individual predictions for
> survival time, with standard error for each test sample. Each of these
> cases has an actual survival time, some censored.
>
> How can we decide whether the Cox model has been validated or not?
This is what the Design package and its cph and validate.cph and
calibrate.cph functions are for.
>
> I was suggested survdiff in the survival package, but survdiff works
> between curves; am not sure how I could use it (I have a predicted
> curve for each curve, but no 'observed curve' - the only observation
> is death or censoring at time x)
>
> Thank you all so much!
>
> Min-Han Tan
> Van Andel Institute
>
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--
Frank E Harrell Jr Professor and Chair School of Medicine
Department of Biostatistics Vanderbilt University
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