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Posted to issues@bigtop.apache.org by "Evans Ye (JIRA)" <ji...@apache.org> on 2015/04/01 19:13:54 UTC
[jira] [Assigned] (BIGTOP-1538) Add customer clustering example to
BPS Spark
[ https://issues.apache.org/jira/browse/BIGTOP-1538?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Evans Ye reassigned BIGTOP-1538:
--------------------------------
Assignee: Evans Ye (was: RJ Nowling)
> Add customer clustering example to BPS Spark
> --------------------------------------------
>
> Key: BIGTOP-1538
> URL: https://issues.apache.org/jira/browse/BIGTOP-1538
> Project: Bigtop
> Issue Type: Improvement
> Components: blueprints
> Reporter: RJ Nowling
> Assignee: Evans Ye
>
> We should add an example for how to cluster customers based on purchasing habits.
> Possible approaches for generating vectors:
> 1. Calculate probabilities of purchasing same item, brands, flavors, and quantities repeatedly and cluster vector of probabilities. (Customer transactions need to be sorted by date / time first)
> 2. For each customer, create vector of normalized purchase counts for each product.
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