ABSTRACT

The macroscopic or network level reflects the combined role of all the connections

Deyne & Storms, 2008; Solé, Corominas-Murtra, Valverde, & Steels, 2010; Steyvers

number of highly connected nodes or hubs, to a much greater extent than would be

expected of a random graph. In network terms, these hubs exhibit a degree (i.e. num-

ber of connected nodes) that is much higher than other nodes. More generally, the

connectivity of the network has a characteristic distribution, in which the degree of

all nodes in the network follows a truncated power-distribution (Morais et al., 2013).

properties such as small-world organization produce networks that are robust against

damage and allow efficient information distribution (Borge-Holthoefer, Moreno, &

Arenas, 2012). Moreover, small world organization often emerges when a network

forms via growth process, as is the case for other dynamic networks such as networks

Tenenbaum, 2005).