By Jianye Hao, Ho-fung Leung
This ebook in most cases goals at fixing the issues in either cooperative and aggressive multi-agent structures (MASs), exploring features akin to how brokers can successfully discover ways to in achieving the shared optimum answer in line with their neighborhood info and the way they could discover ways to bring up their person software by way of exploiting the weak point in their rivals. The e-book describes basic and complicated concepts of ways multi-agent structures might be engineered in the direction of the objective of making sure equity, social optimality, and person rationality; a variety of additional appropriate themes also are lined either theoretically and experimentally. The publication should be helpful to researchers within the fields of multi-agent structures, video game concept and synthetic intelligence usually, in addition to practitioners constructing functional multi-agent systems.
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Additional resources for Interactions in Multiagent Systems: Fairness, Social Optimality and Individual Rationality
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R2; R1/ will be achieved, and fairness will be achieved later. Since the value of U is positively proportional to the value of ˇi , parameter ˇ1 can be understood as the reflection of the concession degree of agent 1 to give up its current action expecting for achieving fairness. This is also in accordance with the intuition in the fairness model that the parameter ˇi reflects agent i’s inequity-averse degree toward its advantage of payoff compared with other agents’. The larger the ˇi is, the less reluctant it is to give up its current action for achieving fairness.
In: Proceedings of 8th international workshop on engineering societies in the agents world, Athens, pp 254–269 31. Hao JY, Leung HF (2011) Learning to achieve social rationality using tag mechanism in repeated interactions. In: Proceedings of ICTAI’11, Boca Raton, pp 148–155 32. Holland JH, Holyoak K, Nisbett R, Thagard P (1986) Induction: processes of inferences, learning, and discovery. MIT, Cambridge 33. Allison PD (1992) The cultural evolution of beneficent norms. Soc Forces 71(2):279–301 34.
In certain repeated game with conflicting interests, it is impossible to achieve above fairness between the agents since the agents are not able to obtain exactly the same accumulated payoffs due to the payoff structure of the game. Therefore we have the following definition of fairness in a more general context. , egalitarian social welfare and envyfreeness) have been suggested to reflect fairness in social choice theory [13]. To 1 is assumed to be a positive real number. 32 3 Fairness in Cooperative Multiagent Systems measure fairness in repeated games with conflicting interests in a more quantitative way, we use the following criteria to evaluate the game performance in fairnessrelated aspects.