Table 3 Comparison of Ollivier-Ricci curvature (OR), Forman-Ricci curvature (FR) and Augmented Forman-Ricci curvature (AFR) of edges with other edge-based measures, edge betweenness centrality (EBC), embeddedness (EMB) and dispersion (DIS), in model and real networks. In this table, we list the Spearman correlation between the edge-based measures.
From: Comparative analysis of two discretizations of Ricci curvature for complex networks
Network | OR versus | FR versus | AFR versus | ||||||
|---|---|---|---|---|---|---|---|---|---|
EBC | EMB | DIS | EBC | EMB | DIS | EBC | EMB | DIS | |
Model networks | |||||||||
ER model with n = 1000, p = 0.003 | −0.86 | 0.08 | 0.00 | −0.81 | −0.07 | 0.00 | −0.82 | 0.04 | 0.00 |
ER model with n = 1000, p = 0.007 | −0.53 | 0.25 | 0.05 | −0.80 | −0.11 | −0.03 | −0.82 | 0.06 | 0.02 |
ER model with n = 1000, p = 0.01 | −0.34 | 0.32 | 0.10 | −0.76 | −0.13 | −0.05 | −0.79 | 0.07 | 0.03 |
WS model with n = 1000, k = 2 and p = 0.5 | −0.75 | 0.00 | 0.00 | −0.57 | 0.00 | 0.00 | −0.57 | 0.00 | 0.00 |
WS model with n = 1000, k = 8 and p = 0.5 | −0.85 | 0.79 | 0.44 | −0.52 | −0.05 | −0.08 | −0.89 | 0.68 | 0.42 |
WS model with n = 1000, k = 10 and p = 0.5 | −0.87 | 0.82 | 0.49 | −0.45 | −0.05 | −0.07 | −0.89 | 0.73 | 0.47 |
BA model with n = 1000, m = 2 | −0.73 | −0.09 | −0.11 | −0.76 | −0.30 | −0.16 | −0.77 | −0.26 | −0.15 |
BA model with n = 1000, m = 4 | −0.45 | 0.18 | 0.14 | −0.83 | −0.48 | −0.35 | −0.84 | −0.43 | −0.33 |
BA model with n = 1000, m = 5 | −0.30 | 0.30 | 0.25 | −0.85 | −0.54 | −0.41 | −0.86 | −0.48 | −0.39 |
HGG model with n = 1000, k = 3, γ = 2, T = 0 | −0.47 | −0.30 | −0.15 | −0.67 | −0.04 | −0.18 | −0.76 | 0.27 | −0.07 |
HGG model with n = 1000, k = 5, γ = 2, T = 0 | −0.62 | −0.20 | −0.13 | −0.73 | −0.08 | −0.17 | −0.81 | 0.20 | −0.10 |
HGG model with n = 1000, k = 10, γ = 2, T = 0 | −0.78 | −0.03 | −0.06 | −0.79 | −0.15 | −0.12 | −0.87 | 0.14 | −0.08 |
Real networks | |||||||||
Autonomous systems | −0.17 | −0.37 | −0.25 | −0.26 | −0.44 | −0.18 | −0.27 | −0.41 | −0.16 |
PGP | −0.64 | 0.20 | −0.13 | 0.11 | −0.69 | −0.17 | −0.56 | 0.21 | −0.15 |
US Power Grid | −0.61 | 0.16 | 0.06 | −0.26 | −0.41 | −0.19 | −0.45 | 0.09 | 0.04 |
Astrophysics co-authorship | −0.78 | 0.47 | −0.16 | −0.23 | −0.58 | −0.23 | −0.63 | 0.07 | −0.27 |
Chicago Road | −0.65 | 0.00 | 0.00 | −0.65 | 0.00 | 0.00 | −0.65 | 0.00 | 0.00 |
Yeast protein interactions | −0.83 | 0.06 | −0.01 | −0.52 | −0.15 | −0.13 | −0.59 | 0.14 | 0.00 |
Euro Road | −0.54 | 0.05 | 0.02 | −0.40 | −0.31 | −0.07 | −0.43 | 0.00 | 0.03 |
Human protein interactions | −0.46 | 0.07 | 0.01 | −0.38 | −0.22 | −0.19 | −0.43 | −0.07 | −0.10 |
Hamsterster friendship | −0.53 | 0.12 | 0.00 | −0.35 | −0.61 | −0.40 | −0.42 | −0.47 | −0.32 |
Email communication | −0.61 | 0.55 | 0.24 | −0.32 | −0.45 | −0.41 | −0.57 | 0.01 | −0.16 |
PDZ domain interactions | −0.79 | −0.04 | 0.00 | −0.55 | −0.02 | 0.00 | −0.55 | 0.06 | 0.00 |
Adjective−Noun adjacency | −0.51 | 0.22 | 0.09 | −0.42 | −0.72 | −0.55 | −0.57 | −0.42 | −0.37 |
Dolphin | −0.66 | 0.51 | 0.28 | 0.11 | −0.58 | −0.21 | −0.61 | 0.59 | 0.31 |
Contiguous US States | −0.68 | −0.10 | −0.15 | −0.49 | −0.72 | −0.71 | −0.64 | −0.03 | −0.08 |
Zachary karate club | −0.79 | 0.10 | −0.06 | −0.64 | −0.29 | −0.37 | −0.80 | 0.43 | 0.14 |
Jazz musicians | −0.84 | 0.57 | −0.03 | −0.22 | −0.66 | −0.18 | −0.76 | 0.47 | −0.05 |
Zebra | −0.94 | 0.52 | 0.13 | 0.04 | −0.71 | −0.15 | −0.65 | 0.97 | 0.09 |