Roles of Clustering Coefficient for the Network Reconstruction

Figure 3

(a) Correlation between the clustering coefficients of the Newman-Watts small-world networks and SR by means of -norm minimization. , . (b) , is fixed to . From the picture we can see that SR decreases as increases. The same with Holme–Kim model, when network size increases, SR tends to be lower. Each piece of data is averaged, performed on networks by runs. It shows that the bigger the degree of the node, the lower the SR. (c) tests the SR with noise compared with that of original data; the Gaussian noise is defined as . The size of the network , . Each piece of data is averaged, performed on networks by runs.

(a)

(b)

(c)