Table 1 Overview of the real-world networks used in the experiments.
From: The effect of distant connections on node anonymity in complex networks
Network | Nodes | Edges | Fraction twins | \(max-\ell\) | Runtime d-k-anonymity | Runtime Anonymity-cascade | Type | ||
|---|---|---|---|---|---|---|---|---|---|
d = 1 | d = 2 | \(C_1\) | \(C_{ max-\ell }\) | ||||||
Radoslaw emails32 | 167 | 3250 | 0.072 | 3 | 0.02 s | + < 0.01 s | + < 0.01 s | + < 0.01 s | Communication |
Primary school33 | 236 | 5899 | 0.000 | 1 | 0.02 s | + < 0.01 s | + < 0.01 s | + < 0.01 s | Human contact |
Moreno innov.32 | 241 | 923 | 0.025 | 3 | < 0.01 s | + < 0.01 s | + < 0.01 s | + < 0.01 s | Communication |
Gene fusion32 | 291 | 279 | 0.753 | 6 | < 0.01 s | + < 0.01 s | + < 0.01 s | + < 0.01 s | Biological |
Copnet calls13 | 536 | 621 | 0.287 | 10 | < 0.01 s | + 0.01 s | + < 0.01 s | + < 0.01 s | Communication |
Copnet sms13 | 568 | 697 | 0.285 | 7 | < 0.01 s | + 0.01 s | + < 0.01 s | + < 0.01 s | Communication |
Copnet FB13 | 800 | 6418 | 0.005 | 4 | 0.02 s | + 0.01 s | + < 0.01 s | + < 0.01 s | Online social |
FB Reed9834 | 962 | 18,812 | 0.012 | 3 | 0.05 s | + 0.01 s | + 0.01 s | + 0.02 s | Online social |
Arenas email32 | 1133 | 5451 | 0.042 | 5 | 0.02 s | + 0.01 s | + < 0.01 s | + < 0.01 s | Communication |
Network science32 | 1461 | 2742 | 0.755 | 6 | 0.01 s | + 0.01 s | + < 0.01 s | + < 0.01 s | Co-autorship |
FB Simmons8134 | 1518 | 32,988 | 0.011 | 3 | 0.12 s | + 0.02 s | + 0.01 s | + 0.02 s | Online social |
DNC emails32 | 1893 | 4385 | 0.706 | 4 | 0.02 s | + 0.38 s | + < 0.01 s | + < 0.01 s | Online social |
Moreno health32 | 2539 | 10,455 | 0.003 | 5 | 0.03 s | + 0.04 s | + < 0.01 s | + < 0.01 s | Human social |
FB Wellesley2234 | 2970 | 94,899 | 0.000 | 4 | 0.4 s | + 0.07 s | + 0.04 s | + 0.08 s | Online social |
Bitcoin alpha34 | 3783 | 14,124 | 0.306 | 5 | 0.04 s | + 0.36 s | + < 0.01 s | + 0.01 s | Online social (trust) |
GRQC collab.35 | 5242 | 14,484 | 0.455 | 8 | 0.03 s | + 0.04 s | + < 0.01 s | + < 0.01 s | Co-autorship |
FB Carnegie4934 | 6637 | 249,967 | 0.008 | 4 | 1.37 s | + 0.44 s | + 0.09 s | + 0.18 s | Online social |
Pajek Erdős32 | 6927 | 11,850 | 0.737 | 6 | 0.02 s | + 0.19 s | + 0.01 s | + 0.02 s | Co-autorship |
DT interaction36 | 7341 | 15,138 | 0.572 | 12 | 0.07 s | + 2.88 s | + < 0.01 s | + < 0.01 s | Biological |
DG assoc.36 | 7813 | 21,357 | 0.531 | 8 | 0.21 s | + 5.13 s | + < 0.01 s | + < 0.01 s | Biological |
FB GWU5434 | 12,193 | 469,528 | 0.006 | 4 | 2.64 s | + 0.92 s | + 0.18 s | + 0.36 s | Online social |
Anybeat34 | 12,645 | 49,132 | 0.500 | 5 | 0.41 s | + 1.34 h | + 0.02 s | + 0.04 s | Online social |
CE-CX34 | 15,229 | 245,952 | 0.021 | 6 | 1.04 s | + 1.56 s | + 0.09 s | + 0.19 s | Biological |
Astro Physics34 | 18,771 | 198,050 | 0.305 | 6 | 0.72 s | + 1.91 s | + 0.05 s | + 0.11 s | Co-autorship |
FB BU1034 | 19,700 | 637,528 | 0.006 | 4 | 3.17 s | + 1.44 s | + 0.25 s | + 0.50 s | Online social |
FB Uillinois34 | 30,664 | 1,048,574 | 0.002 | 4 | 5.96 s | + 2.66 s | + 0.39 s | + 0.78 s | Online social |
Enron email35 | 36,692 | 183,831 | 0.528 | 6 | 0.90 s | + 1.44 m | + 0.06 s | + 0.12 s | Communication |
FB Penn9434 | 41,536 | 1,362,220 | 0.002 | 4 | 8.95 s | + 5.39 s | + 0.50 s | + 1.00 s | Online social |
FB wall 200932 | 46,952 | 183,412 | 0.133 | 8 | 0.54 s | + 1.80 s | + 0.05 s | + 0.13 s | Communication |
Brightkite34 | 58,228 | 214,078 | 0.258 | 8 | 0.78 s | + 18.41 s | + 0.06 s | + 0.14 s | Online social |
The marker cafe37 | 69,413 | 1,644,843 | 0.200 | 5 | 37.96 s | + 10.46 m | + 0.67 s | + 1.35 s | Human contact |
Slashdot zoo32 | 79,116 | 467,731 | 0.274 | 7 | 3.36 s | + 2.62 m | + 0.15 s | + 0.34 s | Online social |
Twitter32 | 465,017 | 833,540 | 0.801 | 5 | 59.53 s | + 6.04 h | + 0.29 s | + 0.62 s | Online social |
DBLP32 | 1,824,701 | 8,344,615 | 0.402 | 10 | 51.37 s | + 11.58 m | + 28.1 s | + 57.18 s | Co-autorship |
Flixster32 | 2,523,386 | 7,918,801 | 0.631 | 8 | 3.10 m | + 8.57 h | + 18.58 s | + 37.81 s | Online social |
Youtube32 | 3,223,585 | 9,375,374 | 0.336 | 15 | 13.24 m | + > 1 week | + 30.68 s | + 1.04 m | Online social |