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Updated: Feb 14, 2026

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Published on: September 25, 2021
Threshold driven contagion on weighted networks
Samuel Unicomb1, Gerardo Iñiguez2,3, Márton Karsai4
1Univ Lyon, ENS de Lyon, Inria, CNRS, UCB Lyon 1, LIP UMR 5668, IXXI, F-69342, Lyon, France.
Weighted networks are crucial for understanding complex systems. This study models threshold dynamics on these networks, revealing how weight variations non-monotonously affect cascade emergence times.
Area of Science:
- Complex systems science
- Network science
- Dynamical systems
Background:
- Weighted networks represent systems where interaction strength is critical.
- Link weights in networks influence node behavior, essential for processes like social contagion and neural firing.
- Modeling threshold dynamics on weighted networks has been an under-explored area.
Purpose of the Study:
- To investigate threshold dynamics on weighted networks.
- To analyze the impact of weight heterogeneity on cascade emergence.
- To develop a methodology applicable to various binary state processes.
Main Methods:
- Utilized numerical and analytical tools.
- Studied a dynamical threshold model on synthetic and real-world weighted networks.
- Examined the effects of varying weight distributions and network structures.
Main Results:
- Cascade emergence time shows a non-monotonous dependence on weight heterogeneity.
- Weight variations can accelerate or decelerate cascade dynamics.
- Identified non-trivial parameter spaces influenced by network type and weight distributions.
Conclusions:
- Weight heterogeneity plays a significant role in threshold dynamics on complex networks.
- The developed methodology can be applied to diverse binary state processes.
- Understanding edge heterogeneities is crucial for various natural and social phenomena.
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