Table 2.
Method | RPCA2,1 | RPCA | PCA | IFRF | Origion | RPCA2,1 | RPCA | PCA | IFRF | Origin |
---|---|---|---|---|---|---|---|---|---|---|
Classifier | NN | SVM | ||||||||
C1 | 1 | 1 | 0.9870 | 0.9809 | 0.8051 | 1 | 1 | 1 | 1 | 0.9473 |
C2 | 0.9686 | 0.9442 | 0.9380 | 0.9487 | 0.4961 | 0.9676 | 0.9701 | 0.9295 | 0.9482 | 0.5169 |
C3 | 0.9667 | 0.9524 | 0.9718 | 0.9342 | 0.6572 | 0.9659 | 0.9679 | 0.9426 | 0.9574 | 0.3793 |
C4 | 0.9578 | 0.9698 | 0.9589 | 0.9122 | 0.3964 | 0.9819 | 0.9133 | 0.9383 | 0.9420 | 0.5671 |
C5 | 0.9868 | 0.9463 | 0.9384 | 0.9687 | 0.8225 | 0.9933 | 0.9856 | 0.9821 | 0.9868 | 0.8809 |
C6 | 0.9837 | 0.9833 | 0.9394 | 0.9483 | 0.7568 | 1 | 1 | 0.9986 | 0.9986 | 0.8476 |
C7 | 0.8686 | 0.7254 | 0.6164 | 0.8107 | 0.6786 | 1 | 0.9375 | 1 | 0.9886 | 0.9188 |
C8 | 1 | 1 | 1 | 1 | 0.9486 | 1 | 1 | 1 | 1 | 0.9367 |
C9 | 0.9800 | 0.7812 | 0.8496 | 0.7469 | 0.5042 | 1 | 1 | 1 | 1 | 0.8042 |
C10 | 0.9342 | 0.9139 | 0.9215 | 0.8742 | 0.6777 | 0.9647 | 0.9618 | 0.9743 | 0.9471 | 0.4916 |
C11 | 0.9721 | 0.9700 | 0.9748 | 0.9749 | 0.6933 | 0.9672 | 0.9604 | 0.9626 | 0.9677 | 0.5560 |
C12 | 0.9602 | 0.9024 | 0.9753 | 0.9344 | 0.6833 | 0.9854 | 0.9908 | 0.9658 | 0.9701 | 0.6454 |
C13 | 0.9705 | 1 | 0.9748 | 0.9935 | 0.9240 | 1 | 1 | 1 | 0.9987 | 0.9909 |
C14 | 0.9952 | 0.9895 | 0.9939 | 0.9915 | 0.9217 | 0.9954 | 0.9996 | 0.9975 | 0.9975 | 0.9190 |
C15 | 0.9624 | 0.9711 | 0.9768 | 0.9379 | 0.6666 | 0.9916 | 0.9937 | 0.9958 | 0.9897 | 0.7551 |
C16 | 0.9905 | 0.9881 | 0.9881 | 0.9881 | 0.9871 | 0.9866 | 0.9859 | 0.9712 | 0.9846 | 0.9825 |
OA | 0.9706 | 0.9585 | 0.9594 | 0.9514 | 0.7077 | 0.9786 | 0.9759 | 0.9682 | 0.9713 | 0.6536 |
AA | 0.9686 | 0.9399 | 0.9378 | 0.9341 | 0.7262 | 0.9875 | 0.9792 | 0.9787 | 0.9798 | 0.7587 |
Kappa | 0.9664 | 0.9527 | 0.9536 | 0.9446 | 0.6633 | 0.9755 | 0.9724 | 0.9636 | 0.9672 | 0.6000 |