Comparison of three agent-based platforms with a simple epidemiological model (WIP)

With the extensive use of agent-based modeling and simula- tion, there are many agent-based platforms available. The ob- jective of this paper is to compare 3 agent-based platforms: NetLogo, Repast, and Cormas based on the results of the simulation obtained from the same set of experimental sce- narios. For this purpose, agent-based SIR model is chosen to study the pattern of the spread of an infectious disease within certain population over time. The methodology for the comparison is to design and implement the same agent-based SIR model in all these platforms, perform numerous experi- ments with the model and compare the outputs using cross- correlation analysis and similarity measure using Manhattan distance. The experimental results show that the agent-based platforms may inherently be biased by design and implemen- tation choices, and they may lead to experimental results that can often be invalidated by other platforms.

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Main Authors: Bajracharya, Kishoj, Duboz, Raphaël
Format: conference_item biblioteca
Language:eng
Published: Curran Associates
Subjects:L73 - Maladies des animaux, U10 - Informatique, mathématiques et statistiques,
Online Access:http://agritrop.cirad.fr/569559/
http://agritrop.cirad.fr/569559/1/document_569559.pdf
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spelling dig-cirad-fr-5695592022-03-30T14:50:51Z http://agritrop.cirad.fr/569559/ http://agritrop.cirad.fr/569559/ Comparison of three agent-based platforms with a simple epidemiological model (WIP). Bajracharya Kishoj, Duboz Raphaël. 2013. In : Symposium on Theory of Modeling and Simulation (TMS'13) - DEVS Integrative M&S Symposium (DEVS 2013) : 2013 Spring Simulation Multi-Conference (SpringSim'13), San Diego, California, USA, 7-10 april 2013. Wainer Gabriel A. (ed.), Mosterman Pieter (ed.), Zacharewicz Gregory (ed.), Barros Fernando (ed.). SCS. New York : Curran Associates, 362-367. (Simulation series, 45,4) ISBN 978-1-62748-032-1 2013 Spring Simulation Multi-Conference, San Diego, États-Unis, 7 Avril 2013/10 Avril 2013. Researchers Comparison of three agent-based platforms with a simple epidemiological model (WIP) Bajracharya, Kishoj Duboz, Raphaël eng 2013 Curran Associates Symposium on Theory of Modeling and Simulation (TMS'13) - DEVS Integrative M&S Symposium (DEVS 2013) : 2013 Spring Simulation Multi-Conference (SpringSim'13), San Diego, California, USA, 7-10 april 2013 L73 - Maladies des animaux U10 - Informatique, mathématiques et statistiques With the extensive use of agent-based modeling and simula- tion, there are many agent-based platforms available. The ob- jective of this paper is to compare 3 agent-based platforms: NetLogo, Repast, and Cormas based on the results of the simulation obtained from the same set of experimental sce- narios. For this purpose, agent-based SIR model is chosen to study the pattern of the spread of an infectious disease within certain population over time. The methodology for the comparison is to design and implement the same agent-based SIR model in all these platforms, perform numerous experi- ments with the model and compare the outputs using cross- correlation analysis and similarity measure using Manhattan distance. The experimental results show that the agent-based platforms may inherently be biased by design and implemen- tation choices, and they may lead to experimental results that can often be invalidated by other platforms. conference_item info:eu-repo/semantics/conferenceObject Conference info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/569559/1/document_569559.pdf application/pdf Cirad license info:eu-repo/semantics/restrictedAccess https://agritrop.cirad.fr/mention_legale.html http://catalogue-bibliotheques.cirad.fr/cgi-bin/koha/opac-detail.pl?biblionumber=216736
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic L73 - Maladies des animaux
U10 - Informatique, mathématiques et statistiques
L73 - Maladies des animaux
U10 - Informatique, mathématiques et statistiques
spellingShingle L73 - Maladies des animaux
U10 - Informatique, mathématiques et statistiques
L73 - Maladies des animaux
U10 - Informatique, mathématiques et statistiques
Bajracharya, Kishoj
Duboz, Raphaël
Comparison of three agent-based platforms with a simple epidemiological model (WIP)
description With the extensive use of agent-based modeling and simula- tion, there are many agent-based platforms available. The ob- jective of this paper is to compare 3 agent-based platforms: NetLogo, Repast, and Cormas based on the results of the simulation obtained from the same set of experimental sce- narios. For this purpose, agent-based SIR model is chosen to study the pattern of the spread of an infectious disease within certain population over time. The methodology for the comparison is to design and implement the same agent-based SIR model in all these platforms, perform numerous experi- ments with the model and compare the outputs using cross- correlation analysis and similarity measure using Manhattan distance. The experimental results show that the agent-based platforms may inherently be biased by design and implemen- tation choices, and they may lead to experimental results that can often be invalidated by other platforms.
format conference_item
topic_facet L73 - Maladies des animaux
U10 - Informatique, mathématiques et statistiques
author Bajracharya, Kishoj
Duboz, Raphaël
author_facet Bajracharya, Kishoj
Duboz, Raphaël
author_sort Bajracharya, Kishoj
title Comparison of three agent-based platforms with a simple epidemiological model (WIP)
title_short Comparison of three agent-based platforms with a simple epidemiological model (WIP)
title_full Comparison of three agent-based platforms with a simple epidemiological model (WIP)
title_fullStr Comparison of three agent-based platforms with a simple epidemiological model (WIP)
title_full_unstemmed Comparison of three agent-based platforms with a simple epidemiological model (WIP)
title_sort comparison of three agent-based platforms with a simple epidemiological model (wip)
publisher Curran Associates
url http://agritrop.cirad.fr/569559/
http://agritrop.cirad.fr/569559/1/document_569559.pdf
work_keys_str_mv AT bajracharyakishoj comparisonofthreeagentbasedplatformswithasimpleepidemiologicalmodelwip
AT dubozraphael comparisonofthreeagentbasedplatformswithasimpleepidemiologicalmodelwip
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