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https://issues.apache.org/jira/browse/MATH-1371?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15307022#comment-15307022
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Gilles commented on MATH-1371:
------------------------------

I imagine that we may have to modify the "pom.xml" file of the project in order 
to set up this feature.
You are welcome to ask on the ML, and open a JIRA report to keep track of the 
request.

> Provide accelerated kmeans++ implementation
> -------------------------------------------
>
>                 Key: MATH-1371
>                 URL: https://issues.apache.org/jira/browse/MATH-1371
>             Project: Commons Math
>          Issue Type: Improvement
>            Reporter: Artem Barger
>            Assignee: Artem Barger
>         Attachments: ElkanKmeansPlusPlusClusterer.java
>
>
> There is an updated version of kmeans++ algorithm available, which is 
> published in: Elkan, Charles. "Using the triangle inequality to accelerate 
> k-means." ICML. Vol. 3. 2003. paper.
> The main essence is to boost the kmeans iterations by avoiding computation of 
> distances between centers and points when there is no need for that. For 
> example after the update cluster center haven't moved too far from the point 
> therefore no change in point assignment. The accelerated algorithm avoids 
> unnecessary distance calculations by applying the triangle inequality in two 
> different ways, and by keeping track of lower and upper bounds for distances
> between points and centers.
> Algorithm description is available in the paper.



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