Table 6 Results of increase the number of negative samples on SHS27K and SHS148k
Positive:negative sample rate | SHS27k | SHS148k | ||||
|---|---|---|---|---|---|---|
Random | BFS | DFS | Random | BFS | DFS | |
1:1 | 89.34 \(\pm \; 0.44\) | 74.56 \(\pm \; 3.03\) | 78.20 \(\pm \;2.69\) | 92.38 \(\pm \; 0.08\) | 73.98 \(\pm \; 5.51\) | 83.79 \(\pm \; 0.95\) |
1:3 | \(86.25 \pm 0.21\) | \(71.43 \pm 1.56\) | \(76.14 \pm 1.66\) | \(89.31 \pm 0.98\) | \(71.72 \pm 2.34\) | \(78.97 \pm 0.75\) |
1:5 | \(82.74 \pm 0.55\) | \(69.29 \pm 2.71\) | \(72.94 \pm 2.81\) | \(82.10 \pm 2.39\) | \(68.21 \pm 4.84\) | \(72.64 \pm 0.93\) |
1:10 | \(77.94 \pm 0.75\) | \(65.62 \pm 2.47\) | \(69.84 \pm 1.28\) | \(75.55 \pm 0.52\) | \(61.36 \pm 5.41\) | \(66.92 \pm 1.85\) |