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Mean field approximation for biased diffusion on Japanese inter-firm trading network
1Hottolink Inc., Chiyoda-ku, Tokyo, Japan.
Japanese firms exhibit a nonlinear power law linking business partners and sales. This 1.3 exponent is explained by network structure, specifically the average degree of nearest neighbors, according to a money-transport model analysis.
Area of Science:
- Economics
- Network Science
- Complexity Science
Background:
- A nonlinear power law (exponent 1.3) was observed between the number of business partners and sales for Japanese firms.
- Previous studies suggested a money-transport model and network correlations explain this scaling, but network structure's role was unclear.
Purpose of the Study:
- To elucidate the relationship between nonlinear scaling and network structure in inter-firm trading networks.
- To identify specific network properties determining the observed scaling exponent.
Main Methods:
- Application of mean-field approximation of diffusion in complex networks to the money-transport model.
- Theoretical analysis to derive the mean-field solution of the model.
Main Results:
- The study found that the scaling exponent of 1.3 is determined by the power law of the average degree of nearest neighbors.
- This relationship has an exponent of -0.7 for the Japanese firms analyzed.
Conclusions:
- The network structure, specifically the average degree of nearest neighbors, is a key determinant of the observed nonlinear scaling between business partners and sales.
- Mean-field approximation provides a theoretical framework to understand this phenomenon in complex economic networks.
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