arXiv · 2003.12392
Structural properties and average tapping time on scale-free graphs with smallest diameter
Abstract
In this paper, we propose a class of graphs $G^{\star}(m,t)$ and first study some structural properties, such as, average degree, on them. The results show that (1) graphs $G^{\star}(m,t)$ have density feature because of their average degrees proportional to time step $t$ not to a constant in the large graph size limit, (2) graphs $G^{\star}(m,t)$ obey the power-law distribution with exponent equal to $2$, which is rarely found in most previous scale-free models, (3) graphs $G^{\star}(m,t)$ display small-world property in terms of ultra-small diameter and higher clustering coefficient, and (4) graphs $G^{\star}(m,t)$ possess disassortative structure with respect to Pearson correlation coefficient smaller than zero. In addition, we consider the trapping problem on the proposed graphs $G^{\star}(m,t)$ and then find that they all have more optimal trapping efficiency by means of their own average trapping time achieving the theoretical lower bound, a phenomenon that is seldom observed in existing scale-free models. We conduct extensive simulations that are consistent with our theoretical analysis.
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Fei Ma, Ping Wang. 2020-03-26. Structural properties and average tapping time on scale-free graphs with smallest diameter. https://arxiv.org/abs/2003.12392
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