Voter model on heterogeneous graphs

Voter model on heterogeneous graphs
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DOI:
10.1103/physrevlett.94.178701
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发表时间:
2005-05-06
影响因子:
8.6
通讯作者:
Redner, S
Redner, S
中科院分区:
物理与天体物理1区
文献类型:
--
作者:
Sood, V;Redner, S

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研究了异质图上的投票模型。我们利用磁化的不守恒来描述如何达成共识。对于一个具有任意但不相关度分布的N个节点的网络,达到共识的平均时间T-N标度为Nμ(2)(1)/μ(2),其中μ(k)是度分布的k阶矩。对于幂律度分布n(k)<$k(-ν),T-N因此对于ν 3为N,对于ν=3为N/lnN,对于2 ν 3为N(2ν-4)/(ν-1),对于ν=2为(lnN)(2),对于ν 2为O(1)。这些结果同意与网络的模拟数据与不相关和相关的节点度。
We study the voter model on heterogeneous graphs. We exploit the nonconservation of the magnetization to characterize how consensus is reached. For a network of N nodes with an arbitrary but uncorrelated degree distribution, the mean time to reach consensus T-N scales as Nμ(2)(1)/μ(2), where μ(k) is the kth moment of the degree distribution. For a power-law degree distribution n(k)∼ k(-ν), T-N thus scales as N for ν&GT; 3, as N/lnN for ν=3, as N(2ν-4)/(ν-1) for 2&LT;ν&LT; 3, as (lnN)(2) for ν=2, and as O(1) for ν&LT; 2. These results agree with simulation data for networks with both uncorrelated and correlated node degrees.