Small-world networks tend to contain cliques, and near-cliques, meaning sub-networks which have connections between almost any two nodes within them. This follows from the defining property of a high clustering coefficient. Secondly, most pairs of nodes will be connected by at least one short path. This … See more A small-world network is a mathematical graph in which most nodes are not neighbors of one another, but the neighbors of any given node are likely to be neighbors of each other. Due to this, most neighboring … See more Small-world properties are found in many real-world phenomena, including websites with navigation menus, food webs, electric power grids, metabolite processing networks, See more It is hypothesized by some researchers, such as Barabási, that the prevalence of small world networks in biological systems may reflect an evolutionary advantage of such an architecture. One possibility is that small-world networks are more robust to … See more • Barabási–Albert model – algorithm for generating random networks • Climate as complex networks – Conceptual model to generate insight into climate science • Dual-phase evolution – Process that drives self-organization within complex adaptive systems See more In another example, the famous theory of "six degrees of separation" between people tacitly presumes that the domain of discourse is … See more The main mechanism to construct small-world networks is the Watts–Strogatz mechanism. Small-world networks can also be introduced with time … See more Applications to sociology The advantages to small world networking for social movement groups are their resistance to … See more WebMay 1, 2010 · A similar scenario is observed in [66], where small-world networks reach synchronous behavior slower than other topologies. However, it is important to emphasize that the coupling term given by ...
Altered Small-World Functional Network Topology in …
WebJun 14, 2024 · Patients with ON show typical “small world” topology that differed from that detected in HC brain networks. The brain network in ON has a small-world attribute but shows reduced and abnormal connectivity compared to normal subjects and likely causes symptoms of cognitive impairment. 1. Introduction. WebIn a graph with a "small world" topology, nodes are highly clustered yet the path length between them is small. Small world networks which have already been identified are the collaboration graph of actors in feature films, the neural network of the nematode worm C. elegans, and the electrical grid of the western United States [1]. chinese food scottsboro al
Comparison of the small-world topology between …
WebSep 1, 2024 · This article proposes a new method to introduce the small–world property into regular networks. A smart connection pattern, achieved by rewiring and adding connections, is suggested in order to reduce the loss of connectivity produced by the introduction of randomness in the topology. The resulting complex network exhibits the small–world ... WebJun 16, 2024 · Downes, 2012 and Schroeter et al., 2015 showed how complex topologies such as small-world architecture, modular organization, hubs, and rich-clubs emerge from functional networks. However, they considered a coarse-grained scale by using neuron populations as the fundamental element of the networks. WebThe ESN, a type of recurrent neural network, has a reservoir network where nodes are connected to each other with fixed weights. We introduce the small-world topology into the reservoir network. The ESN learns about the connected weights from the reservoir nodes to an output layer. chinese food scottsburg indiana