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  1. Mahout
  2. MAHOUT-737

Implicit Alternating Least Squares SVD

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Details

    • New Feature
    • Status: Closed
    • Major
    • Resolution: Fixed
    • 0.6
    • 0.7
    • None
    • None

    Description

      I am sharing this Java implementation of mine that is based on the paper - Collaborative Filtering with Implicit Datasets. The implementation is multi-treading and can be easily extended to use it on Hadoop. In fact this approach would possibly work with non-implicit datasets, but further testing is needed. The algorithm is tried and tested on an implicit TV-viewing dataset, and the performance was pretty good (details to follow).

      Attachments

        1. MAHOUT-737.patch
          19 kB
          Tamas Jambor
        2. MAHOUT-737.patch
          19 kB
          Tamas Jambor
        3. MAHOUT-737.patch
          19 kB
          Tamas Jambor
        4. MAHOUT-737.patch
          25 kB
          Tamas Jambor
        5. MAHOUT-737-2.patch
          15 kB
          Sebastian Schelter
        6. MAHOUT-737-3.patch
          17 kB
          Tamas Jambor
        7. MAHOUT-737-3.patch
          17 kB
          Tamas Jambor

        Activity

          People

            ssc Sebastian Schelter
            jamborta Tamas Jambor
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            Dates

              Created:
              Updated:
              Resolved: