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  1. Spark
  2. SPARK-7008

An implementation of Factorization Machine (LibFM)

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Details

    • New Feature
    • Status: Resolved
    • Major
    • Resolution: Not A Problem
    • None
    • None
    • MLlib

    Description

      An implementation of Factorization Machines based on Scala and Spark MLlib.
      FM is a kind of machine learning algorithm for multi-linear regression, and is widely used for recommendation.
      FM works well in recent years' recommendation competitions.

      Ref:
      http://libfm.org/
      http://doi.acm.org/10.1145/2168752.2168771
      http://www.inf.uni-konstanz.de/~rendle/pdf/Rendle2010FM.pdf

      Attachments

        1. FM_convergence_rate.xlsx
          57 kB
          Guoqiang Li
        2. FM_CR.xlsx
          103 kB
          Ruifeng Zheng
        3. QQ20150421-1.png
          30 kB
          Guoqiang Li
        4. QQ20150421-2.png
          28 kB
          Guoqiang Li

        Activity

          People

            Unassigned Unassigned
            podongfeng Ruifeng Zheng
            Xiangrui Meng Xiangrui Meng
            Votes:
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            17 Start watching this issue

            Dates

              Created:
              Updated:
              Resolved: