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https://issues.apache.org/jira/browse/MAHOUT-843?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13166788#comment-13166788
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Paritosh Ranjan commented on MAHOUT-843:
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Ah, Its a mistake. I meant to write MeanShiftClustering, which is actually a 
bottom up clustering. But yes, it can also be used, so, leaving the choice of 
clustering algorithm to the user would be the best thing. I will update the 
wiki.

Since I have not used CLI yet, I will have to learn how to use it and then I 
will update the wiki. It might take few days. But I will update it for sure.

Few questions,

Is there any need to work on the Java API for top down clustering as I proposed 
earlier ( with ClusterConfigs and ClusterExecutors )? I don't see much use of 
that now. As the user can pretty easily do top-middle-middle-...-middle-bottom 
clustering. I hope you will agree too.

Secondly, what other things are in "to be implemented" bucket of Clustering. I 
have some time in hand and I would like to contribute more to Mahout. So, it 
would be really helpful if you can guide me towards other things that needs to 
be done. I won't mind looking into a new thing also which might involve some 
reading/analysis/homework.

                
> Top Down Clustering
> -------------------
>
>                 Key: MAHOUT-843
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-843
>             Project: Mahout
>          Issue Type: New Feature
>          Components: Clustering
>    Affects Versions: 0.6
>            Reporter: Paritosh Ranjan
>            Assignee: Jeff Eastman
>              Labels: clustering, patch
>             Fix For: 0.6
>
>         Attachments: MAHOUT-843-patch, MAHOUT-843-patch-only-postprocessor, 
> MAHOUT-843-patch-only-postprocessor-final, 
> MAHOUT-843-patch-only-postprocessor-v1, 
> MAHOUT-843-patch-only-postprocessor-v2, 
> MAHOUT-843-patch-only-postprocessor-v3, 
> MAHOUT-843-patch-only-postprocessor-v4, 
> MAHOUT-843-patch-only-postprocessor-v5, MAHOUT-843-patch-v1, 
> Top-Down-Clustering-patch
>
>
> Top Down Clustering works in multiple steps. The first step is to find 
> comparative bigger clusters. The second step is to cluster the bigger chunks 
> into meaningful clusters. This can performance while clustering big amount of 
> data. And, it also removes the dependency of providing input clusters/numbers 
> to the clustering algorithm.
> The "big" is a relative term, as well as the smaller "meaningful" terms. So, 
> the control of this "bigger" and "smaller/meaningful" clusters will be 
> controlled by the user.
> Which clustering algorithm to be used in the top level and which to use in 
> the bottom level can also be selected by the user. Initially, it can be done 
> for only one/few clustering algorithms, and later, option can be provided to 
> use all the algorithms ( which suits the case ). 

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