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Evolutionary agent-based modeling of past societies' organization structure

Chliaoutakis Angelos, Chalkiadakis Georgios

Πλήρης Εγγραφή


URI: http://purl.tuc.gr/dl/dias/730CD49F-C8AD-4FEB-961E-6EAB152EF1D6
Έτος 2016
Τύπος Πλήρης Δημοσίευση σε Συνέδριο
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Λεπτομέρειες
Βιβλιογραφική Αναφορά A. Chliaoutakis and G. Chalkiadakis, "Evolutionary agent-based modeling of past societies' organization structure," in 22nd European Conference on Artificial Intelligence, 2016, pp. 1577-1578. doi: 10.3233/978-1-61499-672-9-1577 https://doi.org/10.3233/978-1-61499-672-9-1577
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Περίληψη

In this work, we extend a generic agent-based model for simulating ancient societies, by blending, for the first time, evolutionary game theory with multiagent systems' self-organization. Our approach models the evolution of social behaviours in a population of strategically interacting agents corresponding to households in the early Minoan era. To this end, agents participate in repeated games by means of which they exchange utility (corresponding to resources) with others. The results of the games contribute to both the continuous re-organization of the social structure, and the progressive adoption of the most successful agent strategies. Agent population is not fixed, but fluctuates over time. The particularity of the domain necessitates that agents in our games receive non-static payoffs, in contrast to most games studied in the literature; and that the evolutionary dynamics are formulated via assessing the perceived fitness of the agents, defined in terms of how successful they are in accumulating utility. Our results show that societies of strategic agents that self-organize via adopting the aforementioned evolutionary approach, demonstrate a sustainability that largely matches that of selforganizing societies of more cooperative agents; and that strategic cooperation is in fact, in many instances, an emergent behaviour in this domain.

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