Table 1 Added data counts and accuracies after each iteration of semi-supervised learning.
Times of semi-supervised learning | CST + AL | CST | AL | |||
|---|---|---|---|---|---|---|
Accuracy_CST + AL | DATA_Count_CST + AL | Accuracy_CST | DATA_Count_CST | Accuracy_AL | DATA_Count_AL | |
1 | 0.83500 | 425 | 0.82250 | 425 | 0.80875 | 425 |
2 | 0.85000 | 1694 | 0.86000 | 1603 | 0.81375 | 828 |
3 | 0.86850 | 3298 | 0.85500 | 2719 | 0.83125 | 876 |
4 | 0.90125 | 4881 | 0.87250 | 3985 | 0.87375 | 1150 |
5 | 0.91000 | 6236 | 0.88625 | 5487 | 0.87750 | 1227 |
6 | 0.93125 | 7901 | 0.89125 | 7187 | 0.90000 | 1355 |
7 | 0.92875 | 8783 | 0.86875 | 8852 | 0.88000 | 1597 |
8 | 0.93750 | 10,804 | 0.90125 | 10,082 | 0.90750 | 1701 |
9 | 0.93625 | 11,981 | 0.89375 | 11,572 | 0.91875 | 1814 |
10 | 0.94000 | 13,624 | 0.89750 | 13,332 | 0.91375 | 1909 |
11 | 0.92875 | 14,907 | 0.88750 | 15,079 | 0.91750 | 1963 |
12 | 0.93250 | 16,966 | 0.92250 | 16,619 | 0.92125 | 2172 |
13 | 0.94125 | 19,558 | 0.89500 | 18,227 | 0.91125 | 2250 |
14 | 0.94750 | 21,903 | 0.90875 | 19,889 | 0.92000 | 2420 |
15 | 0.95375 | 23,774 | 0.89375 | 21,470 | 0.93000 | 2593 |
16 | 0.96000 | 26,231 | 0.91375 | 23,284 | 0.92250 | 2711 |
17 | 0.95875 | 31,603 | 0.91750 | 25,163 | 0.92000 | 2791 |
18 | 0.95750 | 33,787 | 0.92000 | 26,997 | 0.90875 | 2843 |
19 | 0.95625 | 36,585 | 0.91500 | 28,886 | 0.91875 | 2974 |
20 | 0.97500 | 38,465 | 0.92625 | 30,930 | 0.94000 | 3073 |
21 | 0.96625 | 40,778 | 0.91750 | 32,493 | 0.94125 | 3178 |
22 | 0.96875 | 43,232 | 0.93750 | 34,766 | 0.94125 | 3304 |
23 | 0.96125 | 45,112 | 0.93000 | 36,761 | 0.93250 | 3395 |
24 | 0.97250 | 46,006 | 0.93750 | 38,051 | 0.93000 | 3574 |
25 | 0.97625 | 47,843 | 0.94375 | 40,518 | 0.93500 | 3682 |