• DocumentCode
    3687642
  • Title

    Bank efficiency assessment using a hybrid approach of random forests and data envelopment analysis

  • Author

    Imad Bou Hamad;Abdel Latef Anouze

  • Author_Institution
    Business Information and Decision Systems, Olayan School of Business, American University of Beirut, Beirut, Lebanon
  • fYear
    2015
  • Firstpage
    182
  • Lastpage
    189
  • Abstract
    This study introduces a three-stage integrated framework consisting of data envelopment analysis (DEA), random forest, and logistic regression to examine and predict the impact of environmental variables on banks´ performance. This framework identified five important environmental variables and their effects on bank performance when applied to 151 banks in Middle East and North African (MENA) countries over the period 2008-2010.
  • Keywords
    "Vegetation","Radio frequency","Banking","Accuracy","Data envelopment analysis","Logistics","Standards"
  • Publisher
    ieee
  • Conference_Titel
    Digital Information Processing and Communications (ICDIPC), 2015 Fifth International Conference on
  • Type

    conf

  • DOI
    10.1109/ICDIPC.2015.7323026
  • Filename
    7323026