Table 9 Ten-fold crossover results of the proposed bKSHHO-KELM method for predicting microseismic and blasting phenomena.
Fold | Selected feature subset size | Accuracy | Recall | Precision | F1 score |
|---|---|---|---|---|---|
#1 | 4 | 98.319% | 95.000% | 100.000% | 0.974 |
#2 | 14 | 94.118% | 86.047% | 97.368% | 0.914 |
#3 | 8 | 97.479% | 100.000% | 92.105% | 0.959 |
#4 | 9 | 97.479% | 100.000% | 92.105% | 0.959 |
#5 | 12 | 94.958% | 90.000% | 94.737% | 0.923 |
#6 | 6 | 94.068% | 96.970% | 84.211% | 0.901 |
#7 | 5 | 96.639% | 97.222% | 92.105% | 0.946 |
#8 | 14 | 95.798% | 94.595% | 92.105% | 0.933 |
#9 | 10 | 94.958% | 94.444% | 89.474% | 0.919 |
#10 | 9 | 92.437% | 85.366% | 92.105% | 0.886 |
Avg. | / | 95.625% | 93.964% | 92.632% | 0.931 |
Std. | / | 0.019 | 0.052 | 0.043 | 0.028 |
