On Wed, Oct 17, 2012 at 03:20:30PM +0200, Timo Bretten wrote:
> Thanks Olaf,
> you are of course right. It was late yesterday and I didn't take
> enough time to actually think before asking.
> 
> Maybe I wasn't clear in the discription of my problem. The absolute
> error is the same for every data-point, i.e. I measure voltages
> something like 0.10 +/- 0.05 V, the +/-0.05 stays the same for each
> x-y pair (this is waht I called "noize" in my initial eMail).
> In the tail of the exponential, the voltages I measure are small, like
> 0.06 +/- 0.05 V and thus have a much greater relative error associated
> with them.

Actually I wouldn't take the greater _relative_ variance as a reason
to assign different weights.

> In my fit, I want those low, tail voltage values to be weighted less
> strongly. Actuallly the weight w_i for data point y_i should be equal
> to (y_i / noize)^2, so can I just use wt=ones(size(y)).*(y/noize).^2 ?

The choice of weights is outside the scope of this optimization
algorithm. Other weights than suggested in the help of leasqr can be
reasonable (but I don't see this in your case, as I said). Only the
reasonable computation of some additional statistics (corp, covp,
covr, Z) depends on the specification of weights as suggested in the
help text.

I consider nonlin_residmin (or nonlin_curvefit) as preferable to
leasqr (while their default backend algorithm is identical to that of
leasqr). They delegate the computation of statistics into an extra
function (residmin_stat) and so do not mention any restriction on the
weights in their help text.

Olaf

> Thanks once more,
> Timo

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