| | |
Random slice
|
Time slice
|
|---|
| |
Node
|
AUC
|
AUC
| |
Avg.
|
Prec
|
AUC
|
AUC
| |
Avg.
|
Prec
|
|---|
|
Method
|
combination
|
(ROC)
|
(PR)
|
MAP
|
R-prec
|
@ k
|
(ROC)
|
(PR)
|
MAP
|
R-prec
|
@ k
|
|---|
|
Deep-
|
Average
|
98.85
|
99.01
|
83.67
|
75.97
|
99.93*
|
93.86*
|
95.51*
|
70.78*
|
62.16*
|
99.89
|
|
Walk
|
Concat
|
99.20
|
99.30
|
91.01
|
85.46
|
99.94*
|
93.99
|
95.70
|
71.11
|
62.65
|
99.89
|
|
LINE
|
Average
|
99.10*
|
99.23*
|
90.36*
|
84.56
|
99.97
|
88.68*
|
92.27*
|
55.61*
|
46.41*
|
99.89
|
| |
Concat
|
99.13
|
99.24
|
90.07
|
84.03
|
99.95*
|
90.32
|
93.01
|
62.51
|
53.21
|
99.89
|
|
node-
|
Average
|
98.71
|
98.90
|
82.98
|
75.29
|
99.94*
|
88.40
|
92.07
|
55.72
|
46.48
|
99.87
|
|
2vec
|
Concat
|
99.16
|
99.21
|
88.94
|
82.14
|
99.92*
|
88.13
|
91.83
|
53.24
|
43.69
|
99.84
|
|
AA
|
N/A
|
92.92
|
84.56
|
56.48
|
66.38
|
83.33
|
85.10
|
80.24
|
35.49
|
40.13
|
90.56
|
|
CN
|
N/A
|
98.40
|
98.28
|
79.84
|
87.10
|
99.94*
|
88.37
|
88.83
|
43.67
|
46.59
|
99.84
|
|
JI
|
N/A
|
92.36
|
87.59
|
65.44
|
59.74
|
91.21
|
86.08
|
83.52
|
38.66
|
38.75
|
94.27
|
- (Bold: best score, *: not statistically different from best)
