Fractional Dynamics of Individuals in Complex Networks
Malgorzata Turalska, Bruce J. West
Frontiers in Physics · 2018
doi:10.3389/fphy.2018.00110 (opens in a new tab)
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Abstract
The relation between the behavior of a single element and the global dynamics of its host network is an open problem in the science of complex networks. We demonstrate that for a dynamic network that belongs to the Ising universality class, this problem can be approached analytically through a subordination procedure. The analysis leads to a linear fractional differential equation of motion for the average trajectory of the individual, whose analytic solution for the probability of changing states is a Mittag-Leffler function. Consequently, the analysis provides a linear description of the average dynamics of an individual, without linearization of the complex network dynamics.
Abstract licence: CC BY
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