论文标题

合作在双边网络创建中的影响

The Impact of Cooperation in Bilateral Network Creation

论文作者

Friedrich, Tobias, Gawendowicz, Hans, Lenzner, Pascal, Zahn, Arthur

论文摘要

许多现实世界的网络(例如Internet)并不是中心设计的结果,而是自私地优化其个人效用的本地代理商的相互作用的结果。著名的网络创建游戏[Fabrikant等,PODC 2003]使我们能够以平衡状态的形式理解此类过程,它们的动态及其结果。在此模型中,代理商以$α$的价格购买了对其他代理商的事件边缘,并同时尝试最大程度地降低其购买成本和总啤酒花距离。由于在许多实际网络(例如社交网络)中,需要双方的同意才能维持连接,Corbo和Parkes [PODC 2005]提出了网络创建游戏的双边版本,在该游戏中需要相互同意和付款才能创建边缘。众所周知,与单方面版本相比,双边版的无政府状态价格明显更高。这是违反直觉的,因为合作应该有助于避免社会上的坏国家。我们通过分析双边版本无政府状态的价格在不同的解决方案概念方面进行了研究,从而研究了这种现象,这些概念允许代理之间进行各种合作。有了这一点,我们提供了需要进行哪种合作来确保创建社会良好网络的洞察力。我们提出了无政府状态价格的渐近紧密范围的集合,这些范围精确地绘制了合作对树网络质量的影响,我们发现弱的合作形式已经产生了无政府状态的显着提高。此外,对于一般网络,我们表明,增强的合作收益率接近最佳网络,以广泛的优势价格。

Many real-world networks, like the Internet, are not the result of central design but instead the outcome of the interaction of local agents who are selfishly optimizing for their individual utility. The famous Network Creation Game [Fabrikant et al., PODC 2003] enables us to understand such processes, their dynamics, and their outcomes in the form of equilibrium states. In this model, agents buy incident edges towards other agents for a price of $α$ and simultaneously try to minimize their buying cost and their total hop distance. Since in many real-world networks, e.g., social networks, consent from both sides is required to maintain a connection, Corbo and Parkes [PODC 2005] proposed a bilateral version of the Network Creation Game, in which mutual consent and payment are required in order to create edges. It is known that the bilateral version has a significantly higher Price of Anarchy, compared to the unilateral version. This is counter-intuitive, since cooperation should help to avoid socially bad states. We investigate this phenomenon by analyzing the Price of Anarchy of the bilateral version with respect to different solution concepts that allow for various degrees of cooperation among the agents. With this, we provide insights into what kind of cooperation is needed to ensure that socially good networks are created. We present a collection of asymptotically tight bounds on the Price of Anarchy that precisely map the impact of cooperation on the quality of tree networks and we find that weak forms of cooperation already yield a significantly improved Price of Anarchy. Moreover, for general networks we show that enhanced cooperation yields close to optimal networks for a wide range of edge prices.

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