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异质传染过程中的双重转变和滞后现象。

Double transitions and hysteresis in heterogeneous contagion processes.

作者信息

Kook Joongjae, Choi Jeehye, Min Byungjoon

机构信息

Department of Physics, Chungbuk National University, Cheongju, Chungbuk 28644, Korea.

Research Institute for Nanoscale Science and Technology, Chungbuk National University, Cheongju, Chungbuk 28644, Korea.

出版信息

Phys Rev E. 2021 Oct;104(4-1):044306. doi: 10.1103/PhysRevE.104.044306.

Abstract

In many real-world contagion phenomena, the number of contacts to spreading entities for adoption varies for different individuals. Therefore, we study a model of contagion dynamics with heterogeneous adoption thresholds. We derive mean-field equations for the fraction of adopted nodes and obtain phase diagrams in terms of the transmission probability and fraction of nodes requiring multiple contacts for adoption. We find a double phase transition exhibiting a continuous transition and a subsequent discontinuous jump in the fraction of adopted nodes because of the heterogeneity in adoption thresholds. Additionally, we observe hysteresis curves in the fraction of adopted nodes owing to adopted nodes in the densely connected core in a network.

摘要

在许多现实世界的传染现象中,不同个体与传播实体进行接触以实现采用的次数各不相同。因此,我们研究了一种具有异质采用阈值的传染动力学模型。我们推导了采用节点比例的平均场方程,并根据传播概率和需要多次接触才能采用的节点比例得到了相图。由于采用阈值的异质性,我们发现了一种双相变,表现为采用节点比例的连续转变和随后的不连续跳跃。此外,由于网络中紧密连接核心中的采用节点,我们观察到采用节点比例中的滞后曲线。

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