随机化在资源分配问题中的重要性

Keith Paarporn, R. Chandan, M. Alizadeh, Jason R. Marden
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摘要

在本文中,我们考虑的问题涉及一个必须将可用资源池分配给两个独立竞争的中央指挥官。在每一场比赛中,副上校分配分配给他的资源来对抗对手。我们认为通用乐透游戏是竞争的基本模式。在这里,我们还考虑到指挥官的随机资源分配导致对手对副指挥官的实际分配禀赋有不确定性。研究发现,当对手资源禀赋固定时,随机分配并不比确定性分配具有战略优势。随机分配在组件竞争中诱导了信息不完全和不对称的一般乐托博弈。然而,当对手利用资源的单位成本时,情况就不同了。我们发现,与最优确定性分配相比,最优随机分配策略实际上可以使指挥官的收益提高两倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The importance of randomization in resource assignment problems
In this paper, we consider problems involving a central commander that must assign a pool of available resources to two separate competitions. In each competition, a sub-colonel allocates its endowed resources from the assignment against an opponent. We consider General Lotto games as the underlying model of competition. Here, we also take into account that the commander’s randomized resource assignments cause the opponents to have uncertainty about the sub-commanders’ actual assigned endowments. We find that randomized assignments, which induce General Lotto games of incomplete and asymmetric information in the component competitions, do not offer strategic advantages over deterministic ones when the opponents have fixed resource endowments. However, this is not the case when the opponents have per-unit costs to utilize resources. We find the optimal randomized assignment strategy can actually improve the commander’s payoff two-fold when compared to optimal deterministic assignments.
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