• DocumentCode
    3515532
  • Title

    An Analysis of Stability of ECOC Kernel Machines

  • Author

    Lu, Weijun ; Chen, Hong ; Cheng, Dexin

  • Author_Institution
    Sch. of Comput. Sci., Wuhan Univ. of Sci. & Eng., Wuhan, China
  • fYear
    2010
  • fDate
    28-29 Oct. 2010
  • Firstpage
    97
  • Lastpage
    100
  • Abstract
    Multi-class classifier is usually constructed by means of combining the outputs of several binary ones, according to an error correcting output code (ECOC) scheme. In the paper, within the framework of ECOC, we analyse of the ECOC of kernel machines originally proposed before. Then we present the generalization bounds of the ECOC of kernel machines according to the results of stability and generalization introduced in paper before.
  • Keywords
    error correction codes; generalisation (artificial intelligence); learning (artificial intelligence); pattern classification; ECOC kernel machines; binary ones; error correcting output code scheme; generalization bounds; multiclass classifier; Algorithm design and analysis; Decoding; Kernel; Machine learning; Stability analysis; Support vector machines; Training; Error correcting output codes(ECOC); Generalization error; Uniform stability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligence Information Processing and Trusted Computing (IPTC), 2010 International Symposium on
  • Conference_Location
    Huanggang
  • Print_ISBN
    978-1-4244-8148-4
  • Electronic_ISBN
    978-0-7695-4196-9
  • Type

    conf

  • DOI
    10.1109/IPTC.2010.34
  • Filename
    5663193
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3515532