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Communicability reveals a transition to coordinated behavior in multiplex networks.
Ernesto Estrada1, Jesús Gómez-Gardeñes2
1Department of Mathematics & Statistics, Institute of Complex Systems, University of Strathclyde, Glasgow G1 1HX, United Kingdom and The Institute of Quantitative Theory and Methods, Emory University, Atlanta, Georgia 30033, USA.
We generalized the communicability function for multiplex networks to analyze information flow. Coordinated layer performance is key for complex system efficiency, unlike isolated networks.
Area of Science:
- Complex systems science
- Network theory
- Information theory
Background:
- Multiplex networks consist of multiple layers of interconnected nodes.
- The communicability function measures information flow efficiency in simple networks.
- Understanding information flow in complex systems is crucial for their performance.
Purpose of the Study:
- To generalize the communicability function for multiplex networks.
- To analyze information flow dynamics in real-world multiplex systems.
- To identify conditions for optimal system performance in multiplex networks.
Main Methods:
- Generalization of the communicability function from simple graphs to multiplex networks.
- Application of the generalized communicability function to a social multiplex network (formal-informal channels).
- Application of the generalized communicability function to an air transportation network (different airlines as layers).
Main Results:
- The communicability function was successfully generalized to multiplex networks.
- Information flow analysis revealed that optimal system performance emerges from coordinated layer operations.
- System performance in multiplex networks differs significantly from unconnected networks.
Conclusions:
- The generalized communicability function provides a valuable tool for analyzing information flow in multiplex networks.
- Coordinated operation across network layers is essential for efficient complex system performance.
- This approach offers insights into the behavior of real-world systems like social networks and transportation systems.
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