Table 2. Average number of iterations required to reduce all pairing durations below 180 iterations during Wτ iterations (results in millions of iterations).
dataset | normal training data | training strategy | |
---|---|---|---|
AIS | IS | ||
ball bearings | new | 0.5 ± 0.07 | 8 ± 5 |
worn out | 0.5 ± 0.1 | 6 ± 4 | |
iris | setosa | 0.5 ± 0.4 | 7 ± 4 |
versicolour | 0.5 ± 0.06 | 6 ± 4 | |
virginica | 0.5 ± 0.1 | 7 ± 4 | |
sonar | metal | 1.3 ± 0.4 | 13 ± 5 |
rock | 1.4 ± 0.4 | 15 ± 4 | |
wines | 3,4,5 | 0.7 ± 0.2 | 11 ± 5 |
4,5,6 | 0.6 ± 0.2 | 10 ± 5 | |
5,6,7 | 0.7 ± 0.3 | 11 ± 5 | |
6,7,8 | 0.7 ± 0.3 | 9 ± 4 | |
7,8,9 | 0.6 ± 0.2 | 10 ± 5 |