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Re: st: Re: cutoff point for ROC curve
From
Steve Samuels <[email protected]>
To
[email protected]
Subject
Re: st: Re: cutoff point for ROC curve
Date
Sun, 13 Oct 2013 09:17:44 -0400
I don't think there is a "best" cut-off value. I also like to see the value that gives the minimum of Youden's index, which is sensitivity - (1 - specificity) or
P(D+|T+) -P(D+|T-) (or "true positive rate" - "false positive rate"). To do the
calculation, down load Roger Newson's -senspec- from SSC.
********************************************
sysuse auto, clear
logistic foreign mpg turn
predict pr, pr
cap which senspec
if _rc {
ssc install senspec
}
senspec foreign pr, sensitivity(sens) specificity(spec)
sum sens spec
codebook sens spec
gen youden= sens-(1-spec)
egen youdenmax= max(youden)
gen best_youden = abs(youden -youdenmax)<0.0001
gen dist = sqrt((1-sens)^2 + (1-spec)^2)
egen distmax = min(dist)
gen best_dist = abs(dist-distmax)<0.0001
format pr sens spec youden* dist* %6.5f
list best* make pr youden* dist* if best_youden | best_dist
**********************************************
Steve
On Oct 13, 2013, at 7:03 AM, Michael Stewart wrote:
HI ,
I am working with Prediction/classification using logistic regression
and have question regarding ROC curves.I was hoping to get help from
the Statalist community.
After running the logistic regression , predict, my understanding is
that lsens gives a graphical presentation of the AUC with various cut
offs.
If I need to find the best cut off value ( usually defined as
minimal sum of (1-sensitivity)^2 + (1-specificity)^2); is there a good
way / command to tabulate the results .
Thank you very much for your time
--
Thank you ,
Yours Sincerely,
Mike.
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