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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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 |
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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) |
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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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1758023804890644480 |