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From "Gilles (JIRA)" <j...@apache.org>
Subject [jira] [Commented] (MATH-868) Default sigma for CMAESOptimizer is wrong when using bounds
Date Thu, 18 Oct 2012 11:54:05 GMT

    [ https://issues.apache.org/jira/browse/MATH-868?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13478931#comment-13478931
] 

Gilles commented on MATH-868:
-----------------------------

Coming back to the issue the default value for sigma.
Currently, it is thus still 0.3 but IIUC, this might be a very bad default if the range of
the parameters is large and the initial guess is far from the optimum (cf. Nikolaus's advice
that it should be about one third of the initial search volume).
Nikolaus also mentioned that providing a default might simply not be a good idea at all.

Hence I'd suggest that if "inputSigma" is null, an exception be thrown (instead of making
up a possibly meaningless default).
Unfortunately, that will break some applications (if they use the constructors without the
"inputSigma" argument). Could the current behaviour (not specifying "inputSigma") be considered
buggy enough to warrant a compatibility breaking?

                
> Default sigma for CMAESOptimizer is wrong when using bounds
> -----------------------------------------------------------
>
>                 Key: MATH-868
>                 URL: https://issues.apache.org/jira/browse/MATH-868
>             Project: Commons Math
>          Issue Type: Bug
>            Reporter: Frank Hess
>
> The documentation suggests setting inputSigma to 1/3 the range you are fitting over.
 However, in CMAESOptimizer.initializeCMA() if boundaries are specified the sigmaArray is
by default assigned a value of 0.3 divided by the range.  If the user had specified the inputSigma
to be 0.3 of the range (as suggested by the docs) then sigmaArray would have been assigned
the value of 0.3.  Thus, it looks like the 0.3 should not be divided by the range, only a
user-specified inputSigma should get divided by the range.

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