Dataset | Training size | Method | Accuracy | ARI | NMI |
---|---|---|---|---|---|
mIHC ovarian cancer | 5\(\%\) | Random Forest | 0.944 ± 0.004 | 0.888 ± 0.007 | 0.783 ± 0.010 |
LDA | 0.899 ± 0.017 | 0.779 ± 0.047 | 0.642 ± 0.051 | ||
QDA | 0.909 ± 0.007 | 0.821 ± 0.023 | 0.699 ± 0.018 | ||
10\(\%\) | Random Forest | 0.949 ± 0.002 | 0.896 ± 0.004 | 0.795 ± 0.006 | |
LDA | 0.889 ± 0.010 | 0.748 ± 0.027 | 0.609 ± 0.028 | ||
QDA | 0.919 ± 0.003 | 0.842 ± 0.007 | 0.720 ± 0.008 | ||
15\(\%\) | Random Forest | 0.951 ± 0.002 | 0.899 ± 0.003 | 0.802 ± 0.006 | |
LDA | 0.898 ± 0.006 | 0.772 ± 0.018 | 0.633 ± 0.020 | ||
QDA | 0.920 ± 0.001 | 0.848 ± 0.005 | 0.724 ± 0.006 | ||
20\(\%\) | Random Forest | 0.952 ± 0.002 | 0.902 ± 0.002 | 0.806 ± 0.006 | |
LDA | 0.899 ± 0.007 | 0.774 ± 0.018 | 0.634 ± 0.023 | ||
QDA | 0.922 ± 0.001 | 0.853 ± 0.003 | 0.727 ± 0.006 | ||
mIHC lung cancer | 0.5\(\%\) | Random Forest | 0.734 ± 0.179 | 0.575 ± 0.022 | 0.426 ± 0.018 |
LDA | 0.668 ± 0.052 | 0.413 ± 0.102 | 0.363 ± 0.070 | ||
QDA | 0.669 ± 0.048 | 0.459 ± 0.076 | 0.365 ± 0.036 | ||
1\(\%\) | Random Forest | 0.755 ± 0.057 | 0.594 ± 0.021 | 0.450 ± 0.013 | |
LDA | 0.704 ± 0.057 | 0.486 ± 0.116 | 0.395 ± 0.068 | ||
QDA | 0.692 ± 0.040 | 0.482 ± 0.067 | 0.387 ± 0.031 | ||
2\(\%\) | Random Forest | 0.768 ± 0.009 | 0.608 ± 0.016 | 0.468 ± 0.011 | |
LDA | 0.686 ± 0.063 | 0.440 ± 0.133 | 0.374 ± 0.083 | ||
QDA | 0.696 ± 0.019 | 0.472 ± 0.030 | 0.387 ± 0.010 | ||
3\(\%\) | Random Forest | 0.777 ± 0.002 | 0.620 ± 0.008 | 0.480 ± 0.005 | |
LDA | 0.674 ± 0.064 | 0.424 ± 0.134 | 0.355 ± 0.084 | ||
QDA | 0.687 ± 0.024 | 0.452 ± 0.044 | 0.373 ± 0.024 | ||
10\(\%\) | Random Forest | 0.805 ± 0.001 | 0.665 ± 0.003 | 0.524 ± 0.003 | |
LDA | 0.709 ± 0.008 | 0.500 ± 0.024 | 0.393 ± 0.011 | ||
QDA | 0.705 ± 0.011 | 0.475 ± 0.027 | 0.386 ± 0.011 | ||
MIBI breast cancer | 5\(\%\) | Random Forest | 0.951 ± 0.016 | 0.869 ± 0.037 | 0.772 ± 0.055 |
LDA | 0.781 ± 0.135 | 0.618 ± 0.111 | 0.47 ± 0.065 | ||
10\(\%\) | Random Forest | 0.971 ± 0.010 | 0.915 ± 0.027 | 0.853 ± 0.04 | |
LDA | 0.836 ± 0.038 | 0.632 ± 0.045 | 0.492 ± 0.045 | ||
20\(\%\) | Random Forest | 0.983 ± 0.002 | 0.948 ± 0.008 | 0.903 ± 0.011 | |
LDA | 0.877 ± 0.010 | 0.714 ± 0.020 | 0.569 ± 0.018 |