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https://issues.apache.org/jira/browse/MATH-1126?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14029202#comment-14029202
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Gilles commented on MATH-1126:
------------------------------

It seems that in the old implementation, "currentCost" is computed using 
_unweighted_ residuals, while the new implementation uses _weighted_ residuals 
(cf. override of "getResiduals" in class "DenseWeightedEvaluation").

> "LevenbergMarquardtOptimizer": Divergent behavior of new code
> -------------------------------------------------------------
>
>                 Key: MATH-1126
>                 URL: https://issues.apache.org/jira/browse/MATH-1126
>             Project: Commons Math
>          Issue Type: Bug
>    Affects Versions: 3.3
>            Reporter: Gilles
>              Labels: regression
>         Attachments: LM_cost_NEW, LM_cost_OLD
>
>
> The new implementation of "LevenbergMarquardtOptimizer" (package 
> "o.a.c.m.fitting.leastsquares") behaves differently from the previous one 
> (package ".a.c.m.optim.nonlinear.vector.jacobian").
> This shows up not so much in the solutions respectively found by one and the 
> other implementation; there are fairly similar, but in my use-case, the 
> number of function evaluations is quite different. And this could explain an 
> observed 35% performance degradation.



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