路由和负载均衡的公平性

J. Kleinberg, Y. Rabani, É. Tardos
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引用次数: 239

摘要

我们考虑网络路由问题受制于明确的公平条件。公平性标准的优化以复杂的方式与网络利用率和吞吐量的优化相互作用;在这项工作中,我们通过近似算法的框架来研究这种关系。在这项工作中,我们考虑了选择路由路径的问题,以便提供尽可能公平的带宽分配(在最大最小意义上)。对于任意有向图上的单源不可分路由,我们得到了这一基本优化问题的第一个近似算法。我们的模型的特殊情况包括几个基本的负载平衡问题,赋予它们一个自然的公平标准,我们的方法可以应用于此。我们的结果与Megiddo(1974)的工作形成了有趣的对应,后者考虑了单源分数流的最大最小公平性。在我们的设置优化问题是np完全的,并且需要开发新的技术,将路由的分数松弛与公平准则施加的均衡约束联系起来。
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Fairness in routing and load balancing
We consider the issue of network routing subject to explicit fairness conditions. The optimization of fairness criteria interacts in a complex fashion with the optimization of network utilization and throughput; in this work, we undertake an investigation of this relationship through the framework of approximation algorithms. In this work we consider the problem of selecting paths for routing so as to provide a bandwidth allocation that is as fair as possible (in the max-min sense). We obtain the first approximation algorithms for this basic optimization problem, for single-source unsplittable routings in an arbitrary directed graph. Special cases of our model include several fundamental load balancing problems, endowing them with a natural fairness criterion to which our approach can be applied. Our results form an interesting counterpart to the work of Megiddo (1974), who considered max-min fairness for single-source fractional flow. The optimization problems in our setting become NP-complete, and require the development of new techniques for relating fractional relaxations of routing to the equilibrium constraints imposed by the fairness criterion.
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