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Re: st: Knot optimized logistic regression


From   Maarten buis <[email protected]>
To   [email protected]
Subject   Re: st: Knot optimized logistic regression
Date   Thu, 28 Jan 2010 21:32:22 +0000 (GMT)

--- On Thu, 28/1/10, Dan MacNulty wrote:
> Can STATA estimate a logistic spline regression model in
> which the knot is treated as unknown and estimated as a
> parameter? If so, I'd be very grateful if someone could
> point me in the right direction.

I doubt any software can. This is a very tough estimation 
problem even if you have continuous dependent variable. 
With a dichotomous dependend variables there is much less
information present in your data about the shape the 
association between your dependent and independent 
variable. I had a quick stab at doing this in -ml-, but
I was not surprised to find that these models just don't
converge, even with good starting values. So I don't 
think that this is a software problem, but rather that 
this is a data problem: there is just not enough information
in data with a dichotomous dependent variables on the 
shape of the relationship to reliably estimate this type
of model.

Hope this helps,
Maarten 

--------------------------
Maarten L. Buis
Institut fuer Soziologie
Universitaet Tuebingen
Wilhelmstrasse 36
72074 Tuebingen
Germany

http://www.maartenbuis.nl
--------------------------


      

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