Dynamics of social contagions with heterogeneous adoption thresholds: Crossover phenomena in phase transition
arXiv:1509.03357 · doi:10.1088/1367-2630/18/1/013029
Abstract
Heterogeneous adoption thresholds exist widely in social contagions, but were always neglected in previous studies. We first propose a non-Markovian spreading threshold model with general adoption threshold distribution. In order to understand the effects of heterogeneous adoption thresholds quantitatively, an edge-based compartmental theory is developed for the proposed model. We use a binary spreading threshold model as a specific example, in which some individuals have a low adoption threshold (i.e., activists) while the remaining ones hold a relatively high adoption threshold (i.e., bigots), to demonstrate that heterogeneous adoption thresholds markedly affect the final adoption size and phase transition. Interestingly, the first-order, second-order and hybrid phase transitions can be found in the system. More importantly, there are two different kinds of crossover phenomena in phase transition for distinct values of bigots' adoption threshold: a change from first-order or hybrid phase transition to the second-order phase transition. The theoretical predictions based on the suggested theory agree very well with the results of numerical simulations.
References in corpus (12)
- Statistical physics of social dynamics
- Critical phenomena in complex networks
- A message passing approach for general epidemic models
- Analysis of complex contagions in random multiplex networks
- Predicting the size and probability of epidemics in a population with heterogeneous infectiousness and susceptibility
- Epidemic spreading on complex networks with general degree and weight distributions
- Dynamics of social contagions with memory of non-redundant information
- Complex contagion process in spreading of online innovation
- Heterogeneous-k-core versus Bootstrap Percolation on Complex Networks
- Micro-transition cascades to percolation
- Dynamics of social contagions with limited contact capacity
- Traffic-driven epidemic spreading in correlated networks
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- Sudden spreading of infections in an epidemic model with a finite seed fraction
- Double transitions and hysteresis in heterogeneous contagion processes