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Replicating complex agent based models, a formidable task.

Authors :
Donkin, Elizabeth
Dennis, Peter
Ustalakov, Andrey
Warren, John
Clare, Amanda
Source :
Environmental Modelling & Software. Jun2017, Vol. 92, p142-151. 10p.
Publication Year :
2017

Abstract

Promoting replication of models is unarguably a positive step for agent based modelling, as replication promotes rigorous testing. Model replication remains rare, yet is vital to assessing the repeatability of existing agent based models. Notably, more work is needed to assess cross platform and language replication, which represent potential sources of variability between model results. An existing, complex agent based model was replicated using two widely used platforms (NetLogo and Repast). When results generated by the models were compared, the findings differed not only in magnitude but the trends produced by the data, resulting in different conclusions being drawn from each set of model predictions. The variation between the models is believed to be a result of the complexity of encoding a substantial theoretical model in particular programming languages. This highlights the express need to document replication of existing models in order to fully understand the potential limitations to replication. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13648152
Volume :
92
Database :
Academic Search Index
Journal :
Environmental Modelling & Software
Publication Type :
Academic Journal
Accession number :
122721749
Full Text :
https://doi.org/10.1016/j.envsoft.2017.01.020