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The hubs in the network were defined to be the top 10% of the most connected nodes in our network, corresponding to a connectivity exceeding 19 in the All network.
According to this model, nodes are connected at random with a bias towards the most connected nodes.
Therefore, Carrington et al. (2005) conclude that cluster analysis is to form the most connected nodes into one group, and remove nodes with little connection outside the subgroup.
A key feature of the scale-free architecture is the vitality of the most connected nodes (hubs).
Figure 21 MSD at SNR = 10 dB and N = 20 nodes when five most connected nodes are switched off. Figure 22 MSD at SNR = 20 dB and N = 20 nodes when five most connected nodes are switched off. Figure 23 MSD at SNR = 10 dB and N = 50 nodes when 13 most connected nodes are switched off. Figure 24 MSD at SNR = 20 dB and N =50 nodes when 13 most connected nodes are switched off.
We believe that the high degree surveillance scheme captures better outbreak evolutions than other schemes because epidemics are very likely to pass through the most connected nodes.
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When all three Kenyan peri-urban sites were aggregated, the informal sector remained the biggest and most connected node (i.e. it had most links)(Fig. 2B).
In the NM condition the most connected node was the right superior temporal gyrus (rSTG), with more outward than inward links (in/out ratio = 0.8).
Agriculture was the most connected node in rural sites, with both incoming and outgoing links between most sectors (except cash crops and tourism, which only had outgoing links to agriculture).
The major hub in the CM condition was the left superior occipital gyrus (in/out ratio = 1.0), and in the LT condition the left angular gyrus was the most connected node with a significant inward bias (1.2).
In 10 of the 18 networks they actually represented the most connected node.
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