IRFI 東京工業大学国際先駆研究機構

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2023.01.19

【論文】WRH 高安美佐子教授とShlomo Havlin特任教授の論文“Data-driven stochastic simulation leading to the allometric scaling laws in complex systems”が掲載されました。

科学技術創成研究院 Shlomo Havlin特任教授の論文が、The American Physical Society に掲載されました。
”Data-driven stochastic simulation leading to the allometric scaling laws in complex systems”
https://doi.org/10.1103/PhysRevE.106.064304

<要旨>
We propose a data-driven stochastic method that allows the simulation of a complex system’s long-term evolution. Given a large amount of historical data on trajectories in a multi-dimensional phase space, our method simulates the time evolution of a system based on a random selection of partial trajectories in the data without detailed knowledge of the system dynamics. We apply this method to a large data set of time evolution of approximately one million business firms for a quarter century. Accordingly, from simulations starting from arbitrary initial conditions, we obtain a stationary distribution in three-dimensional log-size phase space, which satisfies the allometric scaling laws of three variables. Furthermore, universal distributions of fluctuation around the scaling relations are consistent with the empirical data.

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