Github user levin-royl commented on the pull request:

    https://github.com/apache/spark/pull/10739#issuecomment-176178297
  
    Hi, there are indeed some similar issues I found, e.g.:
    
    https://issues.apache.org/jira/browse/SPARK-4039
    https://issues.apache.org/jira/browse/SPARK-1212
    https://github.com/mesos/spark/pull/736
    
    But the difference is that in the problem I describe reducing the 
dimensions of the problem (i.e., the feature space) to allow using dense 
vectors is not suitable. Also, the solution I implemented supports this while 
allowing full flexibility to the user --- i.e., using the default dense vector 
implementation or selecting an alternative (only when the default it is not 
desired). 
    
    I will update the JIRA issue on this as well.
    
    Please advise if there are any additional steps I need to do at this point.
    
    Thanks in advance.


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