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  1. Bigtop
  2. BIGTOP-1538

Add customer clustering example to BPS Spark

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    • Improvement
    • Status: Open
    • Major
    • Resolution: Unresolved
    • None
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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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          is blocked by

          Sub-task - The sub-task of the issue BIGTOP-1535 Add Spark ETL script to BigPetStore

          • Major - Major loss of function.
          • Resolved

          Improvement - An improvement or enhancement to an existing feature or task. BIGTOP-1366 Updated, Richer Model for Generating Data for BigPetStore

          • Minor - Minor loss of function, or other problem where easy workaround is present.
          • Resolved

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              Unassigned Unassigned
              rnowling R J Nowling
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                Created:
                Updated: