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Impact of Single Links in Competitive Percolation -- How complex networks grow under competition

机译:单链接在竞争渗透中的影响 - 有多复杂   网络在竞争中成长

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摘要

How a complex network is connected crucially impacts its dynamics andfunction. Percolation, the transition to extensive connectedness upon gradualaddition of links, was long believed to be continuous but recent numericalevidence on "explosive percolation" suggests that it might as well bediscontinuous if links compete for addition. Here we analyze the microscopicmechanisms underlying discontinuous percolation processes and reveal a strongimpact of single link additions. We show that in generic competitivepercolation processes, including those displaying explosive percolation, singlelinks do not induce a discontinuous gap in the largest cluster size in thethermodynamic limit. Nevertheless, our results highlight that for large finitesystems single links may still induce observable gaps because gap sizes scaleweakly algebraically with system size. Several essentially macroscopic clusterscoexist immediately before the transition, thus announcing discontinuouspercolation. These results explain how single links may drastically changemacroscopic connectivity in networks where links add competitively.
机译:复杂网络的连接方式对其动态和功能至关重要。长期以来,人们一直认为渗透是指随着连接的逐渐增加而向广泛连通性的过渡,但是最近关于“爆炸性渗透”的数值证据表明,如果连接竞争添加,则渗透也可能是不连续的。在这里,我们分析了不连续渗流过程的微观机制,并揭示了单链添加的强大影响。我们表明,在一般的竞争渗流过程中,包括那些显示爆炸性渗流的过程,单链不会在热力学极限内引起最大簇尺寸的不连续间隙。然而,我们的结果强调指出,对于大型有限系统,单个链接仍可能会引起可观察到的间隙,因为间隙大小会随着系统大小而代数地微弱地缩放。在过渡之前,存在几个本质上宏观的簇,因此宣布不连续渗流。这些结果说明了单个链接如何在链接竞争性增加的网络中极大地改变宏观连接。

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