随机网络和双向网络中的流言时代

Thomas maranzatto
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引用次数: 0

摘要

在本文中,我们研究的是一个观察进程的源向底层图发送更新的八卦网络。图中的节点通过随机发送更新与它们的邻居通信。我们的兴趣在于研究各类网络的信息版本年龄(vAoI)度量。众所周知,$K_n$ 的版本年龄是对数,而$overline{K_n}$ 的版本年龄是线性的。我们通过研究 Erd\H{o}s-Reynirandom graphs、随机 $d$-regular graphs 和 bipartite networks,研究了 "当我们在 $K_n$ 和 $\overline{K_n}$ 之间插值时,vAoI 是如何演变的 "这一问题。我们的主要成果是证明了$G(n,p)$中存在一个从有理到对数平均版本年龄的阈值,并证明了$G(n,d)$几乎肯定具有常数$d$的对数版本年龄。当我们让 $L$ 从 $O(1)$ 变化到 $O(n)$ 时,我们还描述了完整双方形图 $K_{L,R}$ 的版本年龄。
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Age of Gossip in Random and Bipartite Networks
In this paper we study gossip networks where a source observing a process sends updates to an underlying graph. Nodes in the graph communicate to their neighbors by randomly sending updates. Our interest is studying the version age of information (vAoI) metric over various classes of networks. It is known that the version age of $K_n$ is logarithmic, and the version age of $\overline{K_n}$ is linear. We study the question `how does the vAoI evolve as we interpolate between $K_n$ and $\overline{K_n}$' by studying Erd\H{o}s-Reyni random graphs, random $d$-regular graphs, and bipartite networks. Our main results are proving the existence of a threshold in $G(n,p)$ from rational to logarithmic average version age, and showing $G(n,d)$ almost surely has logarithmic version age for constant $d$. We also characterize the version age of complete bipartite graphs $K_{L,R}$, when we let $L$ vary from $O(1)$ to $O(n)$.
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