Induced diffusion percolation model: Examining the role of superactive nodes in the diffusion of innovations

被引:0
|
作者
Choi, Jeong-Ok [1 ]
Jin, Kyuho [1 ]
Yu, Unjong [2 ,3 ]
机构
[1] Gwangju Inst Sci & Technol, Div Liberal Arts & Sci, Gwangju 61005, South Korea
[2] Gwangju Inst Sci & Technol, Dept Phys & Photon Sci Technol, Gwangju 61005, South Korea
[3] Gwangju Inst Sci & Technol, Res Ctr Photon Sci Technol, Gwangju 61005, South Korea
基金
新加坡国家研究基金会;
关键词
Percolation; Diffusion percolation; Diffusion of innovations; Social contagion; PHASE-TRANSITIONS; NETWORKS; UNIVERSALITY; THRESHOLDS; CENTRALITY; BOOTSTRAP; 1ST-ORDER; DYNAMICS;
D O I
10.1016/j.cnsns.2023.107154
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Building on a recent study on scientific collaboration networks, we propose an induced diffusion percolation model that brings superactive nodes into focus. Defined as active nodes surrounded by at least k active or superactive neighbors, superactive nodes play a key role in innovation diffusion by inducing their neighbors to adopt an innovation. We investigate the induced diffusion percolation model using the modified Newman- Ziff algorithm on two-dimensional lattices (square and triangular lattices) and regular random networks with and without clustering. The induction by superactive nodes leads to a first-order percolation phase transition in two-dimensional lattices and a double transition - a continuous percolation transition followed by a discontinuous jump of the order parameter of the largest cluster's strength - in regular random networks. Whereas clustering increases the percolation threshold in the classical percolation model on regular random networks, it decreases the critical initial activation probability that triggers a discontinuous jump of the induced activation.(c) 2023 Elsevier B.V. All rights reserved.
引用
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页数:11
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