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Complexity of the Resource Allocation/Matching Problem with Weight Based Ceilings

机译:基于权重的天花板资源分配/匹配问题的复杂性

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Assigning elements of one set to elements of another set is a common occurrence. This has to be done so that certain objectives are met. In some situations, matching between two different sets is done according to preferences of either one set or both. At the same time, in many cases, a ceiling beyond which the allocations can no longer be made exist. Oftentimes, such a ceiling is made on numbers not on weights (for homogeneous tasks/actors, numbers and weights are synonymous). In this paper, we consider allocations where the tasks and actors are not necessarily homogeneous and the allocation ceilings are based on weights rather than numbers. We develop the algorithm using the Gale and Shapely algorithm for the stable marriage problem as the novel set up. We show that the problem can be solved in polynomial time with worst case being quadratic and best case being linear. We also make sensitivity studies on selected parameters.
机译:通常将一个集合的元素分配给另一集合的元素。必须这样做,以便达到某些目标。在某些情况下,两个不同集合之间的匹配是根据一个集合或两个集合的首选项完成的。同时,在许多情况下,存在不能再进行分配的上限。通常,这种上限是根据数字而不是权重来确定的(对于同类任务/角色,数字和权重是同义词)。在本文中,我们考虑的任务和参与者不一定是同质的,并且分配上限基于权重而不是数字。我们使用Gale和Shapely算法开发了针对稳定婚姻问题的算法,并将其作为一种新颖的方法。我们证明该问题可以在多项式时间内解决,最坏情况是二次方,最好情况是线性。我们还对选定的参数进行敏感性研究。

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