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  1. Spark
  2. SPARK-14709

spark.ml API for linear SVM

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Details

    • New Feature
    • Status: Resolved
    • Major
    • Resolution: Fixed
    • None
    • 2.2.0
    • ML
    • None

    Description

      Provide API for SVM algorithm for DataFrames. I would recommend using OWL-QN, rather than wrapping spark.mllib's SGD-based implementation.

      The API should mimic existing spark.ml.classification APIs.

      Attachments

        Issue Links

          Is contained by

          Sub-task - The sub-task of the issue SPARK-14377 Review spark.ml parity for classification, except trees

          • Major - Major loss of function.
          • Resolved
          is related to

          New Feature - A new feature of the product, which has yet to be developed. SPARK-19456 Add LinearSVC R API

          • Major - Major loss of function.
          • Resolved
          is required by

          Umbrella - An overarching type made of sub-tasks SPARK-4591 Algorithm/model parity for spark.ml (Scala)

          • Critical - Crashes, loss of data, severe memory leak.
          • Resolved
          relates to

          New Feature - A new feature of the product, which has yet to be developed. SPARK-19336 LinearSVC Python API

          • Major - Major loss of function.
          • Resolved

          Test - A new unit, integration or system test. SPARK-19382 Test sparse vectors in LinearSVCSuite

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

          Documentation - Documentation or Website SPARK-19337 Documentation and examples for LinearSVC

          • Major - Major loss of function.
          • Resolved
          supercedes

          Improvement - An improvement or enhancement to an existing feature or task. SPARK-5027 add SVMWithLBFGS interface in MLLIB

          • Major - Major loss of function.
          • Closed
          links to

          Pull request #15211 [Github] Pull Request #15211 (hhbyyh)

          Activity

            People

              yuhaoyan yuhao yang
              josephkb Joseph K. Bradley
              Joseph K. Bradley Joseph K. Bradley
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              Dates

                Created:
                Updated:
                Resolved: