Re: Weight of evidence (WOE)
Posted by
Mike on
Jan 05, 2012; 5:12pm
URL: http://spssx-discussion.165.s1.nabble.com/Weight-of-evidence-WOE-tp5122524p5123306.html
Weight of Evidence and Information Value are outside of my area
of expertise but, after checking several websites, it appears that
there might be something wrong with the equations provided below.
Here is a link to an example I found that goes into a fair amount
of detail on output generated by SAS; see:
http://www.focusoptimal.com/doc/Information-Value-Calculation-Continuous.pdf
I assume that there is someone on this list that is familiar with the
weight of evidence or a Bayesian who can properly interpret what
is going on -- such as in this example:
http://www.web-e.stat.vt.edu/vining/keying/weight_of_evidence.pdf
-Mike Palij
New York University
[hidden email]On Thu, Jan 5, 2012 at 11:23 AM, David Marso
<[hidden email]> wrote:
Not sure this helps considering
WOE= Ln(good)-Ln(goodtot(4004376)) -Ln(bad)+(Ln(badtot(75775))
is *NOT* a properly constructed mathematical expression!
Please fill in the specifics *WITH* the steps involved in calculation of the
value you believe WOE should evaluate to.
DEBOER wrote
>
> age good bad tot column% outcome
> woe infomationvalue
>
> 18-20 150355 4667 155022 4% 3%
> -0.4949 0.0119
>
> 21-41 2013941 46674 2060615 51% 2.3%
> -0.2027 0.0229
>
> 41+ 1840080 24434 1864514 46% 1.3%
> 0.3542 0.0484
>
> tot 4004376 75775 4080151 100% 1.9%
> 0.0834
>
> Ok, We have a variabel age, I do a crosstab in spss with age and
> default(0=good and 1=bad).
> I get outcome from bad/tot
> WOE= Ln(good)-Ln(goodtot(4004376)) -Ln(bad)+(Ln(badtot(75775))
> Informationvalue= WOE*((good/goodtot)-(bad/badtot))
>
--
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