• Title of article

    Automatic Korean word spacing using Pegasos algorithm

  • Author/Authors

    Changki Lee، نويسنده , , Hyunki Kim، نويسنده ,

  • Issue Information
    دوماهنامه با شماره پیاپی سال 2013
  • Pages
    10
  • From page
    370
  • To page
    379
  • Abstract
    In this paper, we describe an automatic Korean word spacing approach using structural SVMs to relax the independence assumptions required by HMMs. We use a Pegasos algorithm for fast training of structural SVMs. We show the Pegasos algorithm for structural SVMs outperforms significantly HMMs and traditional binary SVMs, and it is much faster than CRFs and structural SVMs without loss of performance.
  • Keywords
    Structural SVMs , Automatic Korean word spacing , Pegasos algorithm
  • Journal title
    Information Processing and Management
  • Serial Year
    2013
  • Journal title
    Information Processing and Management
  • Record number

    1229356

    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=10&DC=1229356