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  1. Mahout
  2. MAHOUT-1089

SGD matrix factorization for rating prediction with user and item biases

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Details

    • New Feature
    • Status: Closed
    • Major
    • Resolution: Fixed
    • 0.7
    • 0.8
    • None
    • None

    Description

      A matrix factorization that is trained with standard SGD on all features at the same time, in contrast to ExpectationMaximizationFactorizer, which learns feature by feature.

      Additionally to the free features it models a rating bias for each user and item.

      Attachments

        1. RatingSGDFactorizer.java
          7 kB
          Zeno Gantner
        2. RatingSGDFactorizer.java
          8 kB
          Zeno Gantner
        3. MAHOUT-1089.patch
          9 kB
          Sebastian Schelter

        Activity

          People

            ssc Sebastian Schelter
            zenogantner Zeno Gantner
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            Dates

              Created:
              Updated:
              Resolved: