• DocumentCode
    3535386
  • Title

    Markov Decision Processes formulation for stochastic and dynamic bank branches location problems

  • Author

    Xia, Li ; Xie, Ming ; Yin, Wenjun ; Dong, Jin ; Shao, Jinyan

  • Author_Institution
    IBM China Res. Lab., Beijing
  • Volume
    1
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    419
  • Lastpage
    424
  • Abstract
    The optimization of investment policies in bank branches within dynamic and stochastic economic environment has become more and more important nowadays. However, it has not been generally formulated due to the randomness in markets and the complicated dynamics of economic growth. This paper formulates the stochastic and dynamic bank branches location problem as a Markov Decision Processes (MDP), and presents a policy iteration algorithm to obtain the optimal investment policies. Numerical examples demonstrate the effectiveness and efficiency of our formulation and algorithm. Furthermore, the formulation and algorithms have been embedded into an IBM asset called IFAO-SIMO, and they have been acting as the mathematical kernels of the asset optimization engine.
  • Keywords
    Markov processes; banking; facility location; investment; iterative methods; optimisation; Markov decision processes formulation; asset optimization engine; bank branches location problems; investment policies optimization; mathematical kernels; policy iteration algorithm; Dynamic programming; Engines; Environmental economics; Investments; Kernel; Meeting planning; Resource management; Stochastic processes; Stochastic systems; Uncertainty; Markov decision processes; bank branches; dynamic optimization; location problem;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Service Operations and Logistics, and Informatics, 2008. IEEE/SOLI 2008. IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-2012-4
  • Electronic_ISBN
    978-1-4244-2013-1
  • Type

    conf

  • DOI
    10.1109/SOLI.2008.4686432
  • Filename
    4686432