DocumentCode
1813769
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
fYear
2009
fDate
13-16 Dec. 2009
Firstpage
3077
Lastpage
3087
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference (WSC), Proceedings of the 2009 Winter
Conference_Location
Austin, TX
Print_ISBN
978-1-4244-5770-0
Type
conf
DOI
10.1109/WSC.2009.5429216
Filename
5429216
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