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Robust Reconstruction of Barabasi-Albert Networks in the Broadcast Congested Clique Model

机译:广播拥塞群体模型中Barabasi-Albert网络的鲁棒重构

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In the broadcast version of the congested clique model, n nodes communicate in synchronous rounds by writing O(log n)-bit messages on a whiteboard, which is visible to all of them. The joint input to the nodes is an undirected n-node graph G, with node i receiving the list of its neighbors in G. Our goal is to design a protocol at the end of which the information contained in the whiteboard is enough for reconstructing G. It has already been shown that there is a one-round protocol for reconstructing graphs with bounded degeneracy. The main drawback of that protocol is that the degeneracy m of the input graph G must be known a priori by the nodes. Moreover, the protocol fails when applied to graphs with degeneracy larger than m. In this article, we address this issue by looking for robust reconstruction protocols, that is, protocols which always give the correct answer and work efficiently when the input is restricted to a certain class. We introduce a very simple, two-round protocol that we call Robust-Reconstruction. We prove that this protocol is robust for reconstructing the class of Barabasi-Albert trees with (expected) message size O(log n). Moreover, we present computational evidence suggesting that Robust-Reconstruction also generates logarithmic size messages for arbitrary Barabasi-Albert networks. Finally, we stress the importance of the preferential attachment mechanism (used in the construction of Barabasi-Albert networks) by proving that Robust-Reconstruction does not generate short messages for random recursive trees.
机译:在拥塞集团模型的广播版本中,n个节点通过在白板上写入O(log n)位消息来进行同步回合通信,这对所有节点都是可见的。节点的联合输入是一个无向的n节点图G,节点i接收其在G中的邻居列表。我们的目标是设计一个协议,在该协议的末尾,白板中包含的信息足以重构G已经表明,存在一种用于以有限简并性重建图的单轮协议。该协议的主要缺点是输入图G的简并性m必须先由节点知道。此外,该协议在应用于简并度大于m的图时会失败。在本文中,我们通过寻找健壮的重建协议来解决此问题,也就是说,当输入仅限于特定类别时,这些协议始终能够给出正确的答案并有效地工作。我们介绍了一种非常简单的两轮协议,称为“稳健重构”。我们证明了该协议对于重建消息大小为O(log n)的Barabasi-Albert树的类是鲁棒的。此外,我们目前的计算证据表明,稳健重构还可以为任意Barabasi-Albert网络生成对数大小的消息。最后,通过证明鲁棒重建不会为随机递归树生成短消息,我们强调了优先连接机制(用于Barabasi-Albert网络的构造)的重要性。

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