Github user mengxr commented on a diff in the pull request:

    https://github.com/apache/spark/pull/4254#discussion_r23756564
  
    --- Diff: docs/mllib-clustering-pic.md ---
    @@ -0,0 +1,30 @@
    +---
    +layout: global
    +title: Clustering - MLlib
    +displayTitle: <a href="mllib-guide.html">MLlib</a> - Power Iteration 
Clustering
    +---
    +
    +* Table of contents
    +{:toc}
    +
    +
    +## Power Iteration Clustering
    +
    +Power iteration clustering is a scalable and efficient algorithm for 
clustering points given pointwise mutual affinity values.  Internally the 
algorithm:
    +
    +* computes the Gaussian distance between all pairs of points and 
represents these distances in an Affinity Matrix
    --- End diff --
    
    Doc needs update. We assume that the input is a graph with precomputed 
pairwise similarities/distances.


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