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Competition of simple and complex adoption on interdependent networks.
Agnieszka Czaplicka1, Raul Toral1, Maxi San Miguel1
1Instituto de Física Interdisciplinar y Sistemas Complejos, IFISC (CSIC-UIB), Campus UIB, 07122 Palma de Mallorca, Spain.
This study explores coupled adoption dynamics using complex threshold and susceptible-infected-susceptible (SIS) models. Interlayer connections alter transition points and nature, showing complex threshold adoption increases critical thresholds while SIS adoption extends adopter phases.
Area of Science:
- Complex systems
- Network science
- Mathematical modeling
Background:
- Adoption processes can be modeled using distinct dynamics, such as complex threshold dynamics and susceptible-infected-susceptible (SIS) models.
- These models, when isolated, exhibit different transition behaviors between nonadoption and adoption phases (first-order vs. continuous).
Purpose of the Study:
- To investigate the effects of coupling two different adoption mechanisms (complex threshold and SIS) on a two-layer interconnected network.
- To analyze how interlayer connectivity modifies the transition points and the nature of adoption phases in each layer.
Main Methods:
- Development of a coupled model incorporating complex threshold dynamics on one layer and SIS dynamics on a second layer.
- Introduction of interconnections between the two layers to simulate coupling.
- Application of a mean-field analytical approach to describe the numerical findings.
Main Results:
- In the complex adoption layer, critical thresholds for adoption increase with interlayer connectivity, contrasting with isolated networks.
- The nature of transitions in the complex layer can shift to continuous depending on connectivity details.
- Interlayer connectivity in the SIS layer consistently extends the adopter phase and introduces a novel transition characterized by a sudden drop in adopters.
Conclusions:
- Coupling distinct adoption mechanisms significantly alters their individual and collective behaviors.
- Interlayer connectivity acts as a crucial parameter in modulating adoption dynamics and transition types in multilayer networks.
- The developed mean-field approach provides an effective analytical framework for understanding these coupled threshold-SIS systems.
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