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Modeling User Reputation in Online Social Networks: The Role of Costs Benefits and Reciprocity

机译:在线社交网络中建模用户声誉:成本福利和互惠的作用

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摘要

We analyze an agent-based model to estimate how the costs and benefits of users in an online social network (OSN) impact the robustness of the OSN. Benefits are measured in terms of relative reputation that users receive from their followers. They can be increased by direct and indirect reciprocity in following each other, which leads to a core-periphery structure of the OSN. Costs relate to the effort to login, to maintain the profile, etc. and are assumed as constant for all users. The robustness of the OSN depends on the entry and exit of users over time. Intuitively, one would expect that higher costs lead to more users leaving and hence to a less robust OSN. We demonstrate that an optimal cost level exists, which maximizes both the performance of the OSN, measured by means of the long-term average benefit of its users, and the robustness of the OSN, measured by means of the lifetime of the core of the OSN. Our mathematical and computational analyses unfold how changes in the cost level impact reciprocity and subsequently the core-periphery structure of the OSN, to explain the optimal cost level.
机译:我们分析了基于代理的模型,以估计在线社交网络(OSN)中用户的成本和益处如何影响OSN的稳健性。福利在用户从追随者那里获得的相对声誉来衡量。可以通过彼此的直接和间接互动来增加它们,这导致OSN的核心周边结构。成本与登录的努力有关,以维护配置文件等,并且假设所有用户都是常量。 OSN的稳健性取决于用户随着时间的流入和退出。直观地,人们希望更高的成本导致更多用户离开,从而导致更强大的OSN。我们证明,存在最佳成本水平,这使得OSN的性能最大化,通过其用户的长期平均益处和OSN的鲁棒性来测量,通过核心的终身来测量osn。我们的数学和计算分析展开了成本水平影响互惠和随后osn的核心周边结构的变化如何解释最佳成本水平。

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