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https://issues.apache.org/jira/browse/MATH-1108?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13919206#comment-13919206
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Thomas Neidhart commented on MATH-1108:
---------------------------------------

Hi Alexander,

your problem looks more like a least-squares problem with bounds to me.

The constraints defined for the simplex solver are quite tight, i.e. all 
constraint rows have a right hand side of = 0.
I would rather relax this criteria like this:

                constraints.add(new LinearConstraint(vector, Relationship.LEQ, 
1e-6));
                constraints.add(new LinearConstraint(vector, Relationship.GEQ, 
-1e-6));

So you try to find a solution for | s * v | <= 1e-6

With this (and testing with the latest trunk version) I get a solution that is 
consistent with all constraints: 0.17108682266
but it takes some time, as the problem is quite large, and the implemented 
simplex algorithm is not using the faster revised method yet.

I would suggest that you describe your problem in more detail and ask on the 
user mailinglist as there maybe a better way to solve your problem and there 
are several experts for different optimization methods reading there that can 
give advise.

> SimplexSolver returns TooManyIterationsException
> ------------------------------------------------
>
>                 Key: MATH-1108
>                 URL: https://issues.apache.org/jira/browse/MATH-1108
>             Project: Commons Math
>          Issue Type: Bug
>    Affects Versions: 3.2, 3.1.1
>            Reporter: Buharov Alexander
>         Attachments: Problem.zip
>
>
> We have vector v and matrix s (from file S.txt)
> v - vector ( size: 1*649 )
> s - matrix ( size: 554*649 )
> We want solve linear problem:
>          *     max (v[31])
>          *     Bounds:
>          *          s*v = 0
>          *          -1 <= v[i] <= 1 for i=0,..., 648 
> We changed  MaxIter parameter (from 100 to 1e+6). And we changed epsilon ( 
> set default value and 1e-3).  But solver always throws 
> TooManyIterationsException (and work very slow).



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