Title | ||
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Considering a Multi-Level Model as a Society of Interacting Models: Application to a Collective Motion Example |
Abstract | ||
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As they involve relationships between interacting individuals and groups, social systems can be described at different levels of resolution. In a number of modeling cases, only one of these levels is explicitly represented. In order to study phenomena where both individual and collective representations are needed, multi-level modeling is a good approach as it explicitly represents these different levels. We propose to consider a multi-level representation from a multi-modeling point of view. This perspective allows explicitly specifying the level's relationships and, therefore, to test hypothesis about interaction between individuals and groups in social systems. We define a framework to better specify the concepts used in multi-level modeling and their relationships. This framework is implemented through the AA4MM meta-model, which benefits from a middleware layer. This meta-model uses the multi-agent paradigm to consider a multi-model as a society of interacting models. We extend this meta-model to consider multi-level modeling, and present a proof of concept of a collective motion example, where we show the advantages of this approach for the study of social phenomena. |
Year | DOI | Venue |
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2015 | 10.18564/jasss.2645 | JASSS-THE JOURNAL OF ARTIFICIAL SOCIETIES AND SOCIAL SIMULATION |
Keywords | Field | DocType |
Multi-Level,Multi-Model,Multi-Agent,Collective Motion | Social psychology,Middleware,Collective motion,Computer science,Proof of concept,Social system | Journal |
Volume | Issue | ISSN |
18 | 3 | 1460-7425 |
Citations | PageRank | References |
2 | 0.42 | 0 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Benjamin Camus | 1 | 13 | 2.11 |
Christine Bourjot | 2 | 102 | 13.97 |
Vincent Chevrier | 3 | 157 | 24.47 |