Title :
Large scale knowledge-based simulation models: An aproximation to the North-South remittances model
Author :
García-Alonso, Carlos R. ; Arenas-Arroyo, Esther ; Pérez-Alcalá, Gabriel M.
Author_Institution :
Dept. of Manage. ETEA, Bus. Adm. Fac., Cordoba, Spain
Abstract :
This paper studies the evolution throughout the time span of those covariates that remittances depend on. Not only economical variables but also demographic, social and political ones have been taken into account in a Monte-Carlo-based simulation model. Expert knowledge was incorporated modeling fuzzy dependence relationships (DR) between covariates based on standard macroeconomic models. An improved procedure to make fuzzy rules explicit and to evaluate them automatically was designed and tested in a multilevel fuzzy inference engine. Primary covariates (inputs in a dependence relationship) were defined by standard statistical distributions (uniform). The multilevel fuzzy inference engine evaluated DR outputs, following a hierarchical structure once the input values were known. Using this methodology, a North-South remittances model was designed and evaluated. Results showed that intermediate DR outputs matched the expert-based expectations reasonably as did the remittances.
Keywords :
Monte Carlo methods; digital simulation; expert systems; fuzzy reasoning; macroeconomics; remittance processing; statistical distributions; Monte-Carlo-based simulation model; North-South remittances model; expert knowledge; fuzzy rules explicit; large scale knowledge-based simulation models; macroeconomic models; modeling fuzzy dependence relationship modelling; multilevel fuzzy inference engine; statistical distributions; Computational modeling; Engines; Environmental economics; Fuzzy logic; Large-scale systems; Macroeconomics; Microeconomics; Power generation economics; Remuneration; Statistical distributions;
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2009 Winter
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-5770-0
DOI :
10.1109/WSC.2009.5429216