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  1. Bigtop
  2. BIGTOP-1538

Add customer clustering example to BPS Spark

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    Details

    • Type: Improvement
    • Status: Open
    • Priority: Major
    • Resolution: Unresolved
    • Affects Version/s: None
    • Fix Version/s: None
    • Component/s: blueprints
    • Labels:
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      Description

      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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              • Assignee:
                Unassigned
                Reporter:
                rnowling RJ Nowling
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                • Created:
                  Updated: