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https://issues.apache.org/jira/browse/MAHOUT-232?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12795345#action_12795345
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Jake Mannix commented on MAHOUT-232:
------------------------------------

bq. I must assign the cardinality of matrix while create them. 

You can just construct your matrices and vectors with all dimensions = 
Integer.MAX_VALUE as a work around.  At some point we will be adding the 
ability to have unbounded or undetermined dimension vector spaces, but this 
works in practice.

> Implementation of sequential SVM solver based on Pegasos
> --------------------------------------------------------
>
>                 Key: MAHOUT-232
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-232
>             Project: Mahout
>          Issue Type: New Feature
>    Affects Versions: 0.1
>            Reporter: zhao zhendong
>         Attachments: SequentialSVM_0.1.patch
>
>
> After discussed with guys in this community, I decided to re-implement a 
> Sequential SVM solver based on Pegasos  for Mahout platform (mahout command 
> line style,  SparseMatrix and SparseVector etc.) , Eventually, it will 
> support HDFS. 
> The plan of Sequential Pegasos:
> 1 Supporting the general file system ( almost finished );
> 2 Supporting HDFS;

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