A model for analyzing competitive dynamics on triplex networks
Qirui Yang1, Xiaoqun Wu1, Ziye Fan1
1School of Mathematics and Statistics, Wuhan University, Hubei 430072, China.
This study introduces a triplex network model to analyze competitive dynamics. Increasing active nodes and transition thresholds enhances network competitiveness and layer survival.
Area of Science:
- Complex Systems Science
- Network Science
- Computational Social Science
Background:
- Competitive dynamics are crucial in multi-layer systems.
- Existing models often focus on single-layer networks.
- Understanding inter-layer competition is key for complex network evolution.
Purpose of the Study:
- To propose and analyze a novel triplex complex network model.
- To investigate the evolution of competitive dynamics across multiple network layers.
- To identify factors influencing network competitiveness and stability.
Main Methods:
- Development of a triplex network model integrating opinion diffusion, Ising, and signed network concepts.
- Derivation of the model's evolution process and dynamical equations.
- Extensive numerical simulations to explore parameter influences.
Main Results:
- Higher global transition thresholds and initial active nodes increase surviving layers and node activity.
- Correlations identified between initial active nodes, average degree, and network competitiveness.
- Network topology significantly impacts competitiveness, with specific conditions identified for optimal performance.
Conclusions:
- The proposed triplex network model provides insights into competitive dynamics in multi-layer systems.
- Strategies involving initial node activation and network structure can enhance platform competitiveness.
- Findings offer practical suggestions for improving real-world platform competitiveness.
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