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
Link To Document