• DocumentCode
    2478534
  • Title

    Regression with interval output values

  • Author

    Kashima, Hisashi ; Yamasaki, Kazutaka ; Inokuchi, Akihiro ; Saigo, Hiroto

  • Author_Institution
    IBM Tokyo Res. Lab., Tokyo
  • fYear
    2008
  • fDate
    8-11 Dec. 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    We consider a regression problem where target values are given as intervals, and propose a statistical approach to it. Although it is hard to solve the optimization problem directly, we propose an approximation method based on the EM algorithm. Experiments using the benchmark datasets show effectiveness of our approach.
  • Keywords
    approximation theory; optimisation; regression analysis; approximation method; interval output values; optimization problem; regression problem; statistical approach; Approximation algorithms; Approximation methods; Chemical compounds; Laboratories; Machine learning algorithms; Marketing and sales; Optimization methods; Pattern recognition; Project management; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
  • Conference_Location
    Tampa, FL
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4244-2174-9
  • Electronic_ISBN
    1051-4651
  • Type

    conf

  • DOI
    10.1109/ICPR.2008.4761270
  • Filename
    4761270
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=2478534