• DocumentCode
    2608127
  • Title

    A New Objective Function for Ensemble Selection in Random Subspaces

  • Author

    Ko, Albert Hung-Ren ; Sabourin, Robert ; Britto, Ad.S.

  • Author_Institution
    Ecole de Technologie Superieure, Quebec Univ., Montreal, Que.
  • Volume
    4
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    185
  • Lastpage
    188
  • Abstract
    Most works based on diversity suggest that there exists only weak correlation between diversity and ensemble accuracy. We show that by combining the diversities with the classification accuracy of each individual classifier, we can achieve a strong correlation between the combined diversities and the ensemble accuracy in random subspaces
  • Keywords
    pattern classification; classification accuracy; ensemble accuracy; ensemble selection; objective function; random subspace; Bagging; Boosting; Diversity reception; Error correction; Mean square error methods; Reactive power;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-2521-0
  • Type

    conf

  • DOI
    10.1109/ICPR.2006.124
  • Filename
    1699812
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=2608127