Table 7 Complete frequency distribution for triangular motifs
From: Multimodal game bot detection using user behavioral characteristics
Party | Friendship | Trade | Whisper | Shop | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Bot | Human | Bot | Human | Bot | Human | Bot | Human | Bot | Human | Bot | Human | |
Type 1 | 15.04 | 17.78 | 0.16 | 0.56 | 11.52 | 17.81 | 82.66 | 11.64 | 99.54 | 17.43 | 16.71 | 2.49 |
Type 2 | 25.61 | 29.46 | 0.13 | 0.15 | 11.94 | 30.03 | 2.15 | 8.54 | 0.05 | 22.79 | 4.38 | 2.37 |
Type 3 | 9.6 | 6.43 | 1.39 | 2.95 | 19.56 | 12.41 | 10.21 | 23.22 | 0.05 | 18.43 | 0.78 | 0.03 |
Type 4 | 27.89 | 32.48 | 0.1 | 0.10 | 6.96 | 20.48 | 1.39 | 7.95 | 0.2 | 13.21 | 76.17 | 94.99 |
Type 5 | 1.56 | 1.51 | 0.00 | 0.00 | 0.85 | 0.33 | 0.02 | 0.18 | 0.05 | 1.68 | 0.74 | 0.1 |
Type 6 | 0.41 | 0.18 | 0.00 | 0.00 | 0.94 | 0.17 | 0.02 | 0.14 | 0.00 | 0.97 | 0.08 | 0.00 |
Type 7 | 3.22 | 0.91 | 90.86 | 91.98 | 20.61 | 3.16 | 1.94 | 25.9 | 0.03 | 5.75 | 0.72 | 0.00 |
Type 8 | 0.44 | 0.24 | 0.00 | 0.00 | 1.07 | 0.27 | 0.01 | 0.14 | 0.00 | 0.95 | 0.04 | 0.00 |
Type 9 | 0.14 | 0.16 | 0.00 | 0.00 | 0.12 | 0.06 | 0.00 | 0.01 | 0.00 | 0.19 | 0.00 | 0.00 |
Type 10 | 12.94 | 10.37 | 1.1 | 3.01 | 15.98 | 14.4 | 1.5 | 21.38 | 0.06 | 15.57 | 0.24 | 0.01 |
Type 11 | 0.69 | 0.29 | 0.00 | 0.01 | 1.07 | 0.2 | 0.02 | 0.15 | 0.02 | 0.84 | 0.12 | 0.00 |
Type 12 | 1.32 | 0.15 | 0.16 | 0.06 | 4.47 | 0.47 | 0.03 | 0.42 | 0.00 | 1.63 | 0.02 | 0.00 |
Type 13 | 1.14 | 0.04 | 6.1 | 1.17 | 4.92 | 0.21 | 0.04 | 0.32 | 0.00 | 0.56 | 0.00 | 0.00 |