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https://issues.apache.org/jira/browse/MATH-1120?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14040590#comment-14040590
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Luc Maisonobe commented on MATH-1120:
-------------------------------------

Yes, but the intermediate instances only copy references, so its only a few 
bytes.
We use the same pattern elsewhere (currently only in a small part of 
optimization) and intend to use it further (for example in ODE). Having the 
instance themselves implement the withXxx allow the following use case:

{code}
 Algo a = new Algo().withX().withY();
 double result1 = a.doSomeHugeComputation();
 Algo b = a.withZ();
 double result2 = b.doSomeHugeComputation();
 double delta = result2 - result1; // here, we have the differential effect of 
the withZ() setting
{code}

> Need Percentile computations that can be matched with standard spreadsheet 
> formula
> ----------------------------------------------------------------------------------
>
>                 Key: MATH-1120
>                 URL: https://issues.apache.org/jira/browse/MATH-1120
>             Project: Commons Math
>          Issue Type: Improvement
>    Affects Versions: 3.2
>            Reporter: Venkatesha Murthy TS
>              Labels: Percentile
>             Fix For: 4.0
>
>         Attachments: 18-jun-percentile-with-estimation-patch, 
> excel-percentile-patch, percentile-with-estimation-patch, r-output.txt
>
>   Original Estimate: 504h
>  Remaining Estimate: 504h
>
> The current Percentile implementation assumes and hard-codes the quantile pth 
> position as 
> p * (N+1)/100 and provides a kth selected value.
> However if we need to verify compare/contrast with standard statistical tools 
> such as say MS Excel; it would be good to provide an extensible way of 
> morphing this selection of position than hard code.
> For example in order to generate the percentile closely matching with MS 
> Excel the position required may be [p*(N-1)/100]+1.
> Please let me know if i could submit this as a patch.



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