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The emergence of the ultra-small world state. Panel a: Sketch of a hypothetical network where nodes v and u are separated by a distance H +1. The neighbors of v are then at either H (the light blue node), or H + 1 (the green node s), or H + 2 (the red nodes) edges from u. For a better visualization, paths of different lengths are marked with the corresponding colors. Panel b: A direct (yellow) link is added between v and u. Our study demonstrates rigorously (see Theorem 3 of the SI) that the network configuration of panel a is incompatible with an equilibrium state.
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A wealth of evidence shows that real world networks are endowed with the small-world property i.e., that the maximal distance between any two of their nodes scales logarithmically rather than linearly with their size. In addition, most social networks are organized so that no individual is more than six connections apart from any other, an empirica...
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Context 1
... proof of the Theorem (see SI for details) is given by contradiction i.e., by supposing that there is a node u in the final state of the network whose distance from v is at least H + 1 i.e., l(u, v) ≥ H + 1. To better illustrate the situation, we depicted in panel a of Fig. 4 the case in which nodes v and u are separated by a distance H + 1. In that circumstance, the nodes directly connected to v (the neighbors of v) may be found at either H (the light blue node), or H + 1 (the green node), or H + 2 (the red nodes) edges from u. Looking at the figure, it is easy to understand that all network's shortest ...
Context 2
... one, instead, includes a direct link between v and u [the yellow link in panel b of Fig. 4], then the shortest path between any neighbor of v (denoted by w) and u becomes w − v − u, since H ≥ 3. Calculating then the value of ∆W BC(v) corresponding to the addition of such a link, and recalling that the equilibrium requires ∆W BC(v) to be smaller than the cost c, one easily get to an expression which is in explicit ...
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A wealth of evidence shows that real-world networks are endowed with the small-world property, i.e., that the maximal distance between any two of their nodes scales logarithmically rather than linearly with their size. In addition, most social networks are organized so that no individual is more than six connections apart from any other, an empiric...