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https://issues.apache.org/jira/browse/MADLIB-1084?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16379621#comment-16379621
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Frank McQuillan commented on MADLIB-1084:
-----------------------------------------

I would suggest for a first crack at this we add an optional parameter to the 
existing PageRank module
http://madlib.apache.org/docs/latest/group__grp__pagerank.html

which describes an array of vertices for personalization.  So it is not a new 
module.

In the absence of this parameter, regular PageRank would be run.  If the 
optional personalization array is present, then the random surfer would jump to 
these vertices with uniform distribution.

This seems consistent with section 6 of 
xhttp://ilpubs.stanford.edu:8090/422/1/1999-66.pdf


> Graph - Personalized PageRank
> -----------------------------
>
>                 Key: MADLIB-1084
>                 URL: https://issues.apache.org/jira/browse/MADLIB-1084
>             Project: Apache MADlib
>          Issue Type: New Feature
>          Components: Module: Graph
>            Reporter: Frank McQuillan
>            Assignee: Himanshu Pandey
>            Priority: Major
>             Fix For: v1.14
>
>
> Personalized PageRank which is a variant of regular PageRank.
> Please refer to  
> [http://madlib.apache.org/docs/latest/group__grp__pagerank.html] as a 
> starting point.
> Reference:
>  Neighborhood Formation and Anomaly Detection in Bipartite Graphs
>  [http://www.cs.cmu.edu/~deepay/mywww/papers/icdm05.pdf]



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