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Improving Optimality of n Agent Envy-Free Divisions

机译:改善n个特工羡慕的部门的最优性

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Division of a resource among multiple agents is a frequent problem in multiagent systems and fair, efficient, and decentralized allocation procedures are highly valued. A division of a good is envy-free when every agent believes that its share is not less than anyone else's share by its own estimate. As envy-free procedures are not efficient (in the sense of Pareto optimality) we have previously worked on improving the efficiency of such envy-free division procedures among two agents using models of other agents' utility functions. Though guaranteed envy-free division procedures are available for small number of agents, only approximately envy-free procedures are available for division of a good among an arbitrary number of agents. In this paper, we present an approach by which the outcome of any such approximate algorithms for arbitrary n, or guaranteed algorithms for small number of agents, can be improved in terms of optimality. We propose a two-stage protocol where the first stage identifies possible beneficial exchanges, and the second stage chooses the maximal set of such exchanges that is still envy-free. We map the second stage into a matching problem and present a graph-theoretic algorithm that improves the efficiency of the initial allocations while maintaining the envy-free property.
机译:在多个代理程序系统中,多个代理程序之间的资源划分是一个经常出现的问题,公平,高效和分散的分配过程非常受重视。当每个代理商都认为自己的份额不少于其自己估计的任何其他人的份额时,对商品的划分就不会令人羡慕。由于无嫉妒的程序效率不高(从帕累托最优的意义上讲),我们以前一直在努力使用其他代理的效用函数模型来提高两个代理之间的这种无羡慕的分割程序的效率。尽管有保证的无羡慕分割程序可用于少量代理,但只有近似无羡慕的程序可用于在任意数量的代理之间进行商品分割。在本文中,我们提出了一种方法,通过该方法,可以在最优性方面改善任意n个近似算法或少量代理的有保证算法的结果。我们提出了一个两阶段协议,其中第一阶段确定可能的有益交换,而第二阶段选择仍然令人羡慕的此类交换的最大集合。我们将第二阶段映射到一个匹配问题中,并提出一种图论算法,该算法可提高初始分配的效率,同时保持令人羡慕的属性。

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