1. On the asymptotic behavior of the average geodesic distance L and the compactness CB of simple connected undirected graphs whose order approaches infinity
- Author
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Lokot, Tatiana, Abramov, Olga, and Mehler, Alexander
- Subjects
Computer and Information Sciences ,Neural Networks ,Science ,Information Theory ,Geometry ,Social Sciences ,Infographics ,Geodesics ,Sociology ,Psychology ,Centrality ,Humans ,Data Management ,Behavior ,Data Visualization ,Biology and Life Sciences ,Models, Theoretical ,Social Networks ,Graph Theory ,Modems ,Physical Sciences ,Kolmogorov Complexity ,Medicine ,Graphs ,Mathematics ,Network Analysis ,Algorithms ,Research Article ,Neuroscience - Abstract
The average geodesic distance L Newman (2003) and the compactness CB Botafogo (1992) are important graph indices in applications of complex network theory to real-world problems. Here, for simple connected undirected graphs G of order n, we study the behavior of L(G) and CB(G), subject to the condition that their order |V(G)| approaches infinity. We prove that the limit of L(G)/n and CB(G) lies within the interval [0;1/3] and [2/3;1], respectively. Moreover, for any not necessarily rational number β ∈ [0;1/3] (α ∈ [2/3;1]) we show how to construct the sequence of graphs {G}, |V(G)| = n → ∞, for which the limit of L(G)/n (CB(G)) is exactly β (α) (Theorems 1 and 2). Based on these results, our work points to novel classification possibilities of graphs at the node level as well as to the information-theoretic classification of the structural complexity of graph indices.
- Published
- 2021