• DocumentCode
    1675130
  • Title

    Enhancement of Decision Strategies Selection under Uncertainty Using Discrete Simulation

  • Author

    Fillali, Ferhat ; Boubetra, Abdelhak ; Maza, Sofiane ; Sakhraoui, Rafik

  • Author_Institution
    Dept. of Comput. Sci., Univ. of BBA, BBA, Algeria
  • fYear
    2013
  • Firstpage
    189
  • Lastpage
    194
  • Abstract
    We want via this paper to show effectiveness of Discrete Simulation (DS) paradigm to improve and enhance Uncertain Decision Making. Our main goal is to allow modeling and simulation of Decision-making problems under uncertainty. Our simulation system implements two DS techniques: First order Simulation and second order simulation (characterized by its population size and number of replications). We propose in this paper to adapt simulation routines of these two techniques to the principles of decision tree representation formalism, to implement a forward inference mechanism that allows optimal decision strategy determination under uncertainty. Several comparative tests of the proposed simulation techniques with mathematical measurements have been done. Our system allows multiple types of users (Decision makers, analysts, students, ...) to create Decision models, access to existing models, run simulations, compare measures and share experiences. All created models and calculated measures are saved in XML format to permit their easy reuse.
  • Keywords
    decision making; decision theory; decision trees; discrete event simulation; inference mechanisms; modelling; optimisation; uncertainty handling; DS paradigm; decision strategies selection; decision tree representation; decision-making problems modeling; decision-making problems simulation; discrete simulation; first order simulation; forward inference mechanism; mathematical measurements; optimal decision strategy; population size; second order simulation; simulation routines; uncertain decision making; uncertainty; Adaptation models; Analytical models; Computational modeling; Decision making; Decision trees; Mathematical model; Uncertainty; Decision tree; Discrete Simulation; Micro-simulation; Second Order Simulation; Uncertain decisions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Modelling Symposium (EMS), 2013 European
  • Conference_Location
    Manchester
  • Print_ISBN
    978-1-4799-2577-3
  • Type

    conf

  • DOI
    10.1109/EMS.2013.33
  • Filename
    6779844