Github user tgaloppo commented on the pull request:

    https://github.com/apache/spark/pull/3854#issuecomment-68465266
  
    @jkbradley I am not crazy about the name predictMembership() ... to me it 
implies the hard assignment;  a simple change like predictMemberships() might 
be more clear, or predictSoft(), or (thinking from a slightly different 
direction) allocate().  Any of those should be robust enough to reuse for soft 
k-means or LDA (or other such partial assignment algorithms).


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