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Gilbert, Nigel G. and Hassan, Samer and Antunes, Luis and Pavón Mestras, Juan (2008) Stepping on earth: A roadmap for data-driven agent-based modelling. In Proceedings of European Social Simulation Association Annual Conference, 1-5 September 2008, Brescia (Italy).
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Abstract
In the last few years an increasing number of more complicated Agent-Based Models have been designed with the aim of approaching reality more closely, usually by introducing more and more empirical data. In this paper we review different approaches that could be adopted: KISS, KIDS and a new one that lies between both. We then propose a new logic of simulation driven by empirical data. Because the emphasis on collected data affects the model’s design and initialisation, as well as its validation, we provide guidelines for data injection, flow diagrams of well-defined stages, and suggest the application of some Artificial Intelligence technologies.
Item Type: | Conference or Workshop Item (Paper) |
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Uncontrolled Keywords: | Agent-based modelling, data-driven, deepening, empirical social simulation |
Subjects: | Sciences > Computer science > Artificial intelligence Social sciences > Sociology |
ID Code: | 59630 |
Deposited On: | 19 Mar 2020 10:49 |
Last Modified: | 19 Mar 2020 12:39 |
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