Table 3 The topological characteristics of different networks, where the naming convention for LFR synthetic networks follows the pattern LFR_N_\(\mu\), where N represents the number of nodes in the network, \(\mu\) represents the parameter controlling the strength of community structure in the synthetic network; m indicates the number of edges in the network; \(k_{max}\) denotes the maximum degree in the network, \(\mathrm {<}k\mathrm {>}\) represents the average degree of the network, \(\mathrm {<C>}\) signifies the average clustering coefficient of the network43, r represents the degree assortativity of the network44; M denotes the modularity size of the network38, and the community detection algorithm used in this paper is the Louvain algorithm19,45; \(\beta _{th}\) represents the disease propagation threshold of the network under the SIR model, calculated using the formula46 \(\frac{<k>}{<k^2> <k>}\).
Networks | \(\mu\) | N | m | \(k_{max}\) | \(\mathrm {<}k\mathrm {>}\) | \(\mathrm {<}C\mathrm {>}\) | r | M | \(\beta _{th}\) |
|---|---|---|---|---|---|---|---|---|---|
LFR500_0.1 | 0.1 | 500 | 2658 | 75 | 10.632 | 0.22 | − 0.057 | 0.72 | 0.077 |
LFR500_0.8 | 0.8 | 500 | 2693 | 69 | 11.424 | 0.038 | − 0.103 | 0.27 | 0.067 |
LFR1000_0.1 | 0.1 | 1000 | 2856 | 117 | 10.9 | 0.27 | − 0.036 | 0.76 | 0.063 |
LFR1000_0.8 | 0.8 | 1000 | 5450 | 106 | 11.842 | 0.023 | − 0.099 | 0.25 | 0.059 |
LFR5000_0.1 | 0.1 | 5000 | 28350 | 150 | 11.34 | 0.22 | − 0.053 | 0.81 | 0.059 |
LFR5000_0.8 | 0.8 | 5000 | 28697 | 179 | 11.479 | 0.005 | − 0.079 | 0.24 | 0.058 |
– | 1133 | 5451 | 71 | 9.622 | 0.22 | 0.078 | 0.56 | 0.054 | |
PGP | – | 10680 | 24316 | 205 | 4.554 | 0.27 | 0.238 | 0.88 | 0.056 |
Power | – | 4941 | 6594 | 19 | 2.669 | 0.08 | 0.004 | 0.94 | 0.258 |
interactome_figeys | – | 2239 | 6432 | 314 | 5.74 | 0.04 | -0.330 | 0.47 | 0.018 |
collins_yeast | – | 1622 | 9070 | 127 | 11.18 | 0.55 | 0.610 | 0.79 | 0.03 |
Webkb | – | 348 | 16625 | 229 | 95.54 | 0.80 | 0.410 | 0.22 | 0.01 |
NS | – | 1461 | 2742 | 34 | 3.76 | 0.69 | 0.46 | 0.96 | 0.17 |
new_zealand_collab | – | 1511 | 4273 | 551 | 5.66 | 0.51 | -0.33 | 0.46 | 0.01 |