• DocumentCode
    479399
  • Title

    Cascade Generalization with Classification and Model Trees

  • Author

    Kotsiantis, Sotiris ; Kanellopoulos, Dimitris

  • Author_Institution
    Dept. of Comput. Sci. & Technol., Univ. of Peloponnese, Peloponnese
  • Volume
    1
  • fYear
    2008
  • fDate
    11-13 Nov. 2008
  • Firstpage
    248
  • Lastpage
    253
  • Abstract
    This paper proposes a cascade generalization technique, which combines the predictions of a classification tree and a model tree algorithm. We performed a comparison with other well known ensembles of decision trees, on standard benchmark datasets and the performance of the proposed technique was greater in most cases.
  • Keywords
    decision trees; cascade generalization; classification tree; decision trees; model trees; Bagging; Boosting; Classification tree analysis; Computer science; Decision trees; Information technology; Predictive models; Sampling methods; Training data; Voting; classification; ensemble of classifiers; supervised machine learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Convergence and Hybrid Information Technology, 2008. ICCIT '08. Third International Conference on
  • Conference_Location
    Busan
  • Print_ISBN
    978-0-7695-3407-7
  • Type

    conf

  • DOI
    10.1109/ICCIT.2008.175
  • Filename
    4682034
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=479399