用不可分物品逼近纳什社会福利

R. Cole, Vasilis Gkatzelis
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引用次数: 146

摘要

研究了一组不可分割的项目在具有可加性价值的智能体之间的分配问题,其目标是最大化这些智能体价值的几何平均值,即纳什社会福利。这个问题被认为是np困难的,我们的主要结果是针对这个目标的第一个有效的常因子近似算法。我们首先观察到自然分数松弛的积分间隙是指数的,因此我们提出了一种不同的分数分配,它意味着一个更紧的上界,并且在适当的舍入之后,产生了一个很好的积分分配。这项工作的一个有趣贡献是我们使用的分数分配。我们的问题的松弛可以用艾森伯格-盖尔计划有效地解决,其最优解可以解释为一个双变量扮演商品价格的市场均衡。使用这种基于市场的解释,我们定义了另一种均衡分配,其中可以用于任何给定项目的支出金额是有限的,从而保持高价项目的分配不足,并迫使代理在低价项目上花费。由此产生的均衡价格揭示了有关如何分配项目以获得良好的整体分配的更多信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Approximating the Nash Social Welfare with Indivisible Items
We study the problem of allocating a set of indivisible items among agents with additive valuations, with the goal of maximizing the geometric mean of the agents' valuations, i.e., the Nash social welfare. This problem is known to be NP-hard, and our main result is the first efficient constant-factor approximation algorithm for this objective. We first observe that the integrality gap of the natural fractional relaxation is exponential, so we propose a different fractional allocation which implies a tighter upper bound and, after appropriate rounding, yields a good integral allocation. An interesting contribution of this work is the fractional allocation that we use. The relaxation of our problem can be solved efficiently using the Eisenberg-Gale program, whose optimal solution can be interpreted as a market equilibrium with the dual variables playing the role of item prices. Using this market-based interpretation, we define an alternative equilibrium allocation where the amount of spending that can go into any given item is bounded, thus keeping the highly priced items under-allocated, and forcing the agents to spend on lower priced items. The resulting equilibrium prices reveal more information regarding how to assign items so as to obtain a good integral allocation.
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