数据集 | 算法 | 训练时间/s | 分类准确度/% |
1 year | SVM | 6.7661 | 96.2143 |
PCA-SVM | 3.3170 | 96.2381 | |
KNBN-SVM | 3.6625 | 96.0810 | |
PCA-KNBN-SVM | 1.3604 | 96.1542 | |
2 year | SVM | 11.3482 | 96.0831 |
PCA-SVM | 5.3114 | 96.1538 | |
KNBN-SVM | 6.0901 | 96.0308 | |
PCA-KNBN-SVM | 1.9551 | 94.0554 | |
3 year | SVM | 9.0499 | 95.2400 |
PCA-SVM | 4.3659 | 95.2877 | |
KNBN-SVM | 4.9939 | 95.1385 | |
PCA-KNBN-SVM | 1.4137 | 95.2154 | |
4 year | SVM | 6.6030 | 94.7493 |
PCA-SVM | 3.2719 | 94.8358 | |
KNBN-SVM | 4.1297 | 94.7164 | |
PCA-KNBN-SVM | 1.2211 | 94.7910 | |
5 year | SVM | 3.9666 | 93.1241 |
PCA-SVM | 2.0605 | 93.1724 | |
KNBN-SVM | 2.9333 | 92.8345 | |
PCA-KNBN-SVM | 0.8076 | 93.1310 |