From: A rank weighted classification for plasma proteomic profiles based on case-based reasoning
Measures | Statistics | K-NN | SVM | SCUCC | CLCBR | ETCBR | LWCBR | RWCBR |
---|---|---|---|---|---|---|---|---|
Precision | MIN | 0.5000 | 0.8571 | 0.7000 | 0.6000 | 0.7500 | 0.3333 | 0.7778 |
AVG | 0.6506 | 0.8857 | 0.9067 | 0.7633 | 0.8917 | 0.6578 | 0.9111 | |
STD | 0.1490 | 0.0639 | 0.1362 | 0.1529 | 0.1087 | 0.1985 | 0.1217 | |
MAX | 0.8571 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.8000 | 1.0000 | |
Recall | MIN | 0.7143 | 0.8571 | 0.2857 | 0.5714 | 0.7143 | 0.2857 | 0.7143 |
AVG | 0.8285 | 0.8857 | 0.6857 | 0.7714 | 0.8571 | 0.7428 | 0.9143 | |
STD | 0.0639 | 0.0639 | 0.2748 | 0.1917 | 0.1429 | 0.3097 | 0.1278 | |
MAX | 0.8571 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
F1-score | MIN | 0.5882 | 0.8571 | 0.4444 | 0.6154 | 0.7692 | 0.3077 | 0.8333 |
AVG | 0.7236 | 0.8857 | 0.7375 | 0.7576 | 0.8672 | 0.6861 | 0.9013 | |
STD | 0.1067 | 0.0639 | 0.1795 | 0.1514 | 0.0965 | 0.2320 | 0.0637 | |
MAX | 0.8571 | 1.0000 | 0.9231 | 1.0000 | 1.0000 | 0.8750 | 1.0000 | |
G-measure | MIN | 0.5976 | 0.8571 | 0.5345 | 0.6171 | 0.7715 | 0.3086 | 0.8452 |
AVG | 0.7221 | 0.8857 | 0.7649 | 0.7624 | 0.8708 | 0.6931 | 0.9070 | |
STD | 0.1088 | 0.0639 | 0.1451 | 0.1488 | 0.0951 | 0.2345 | 0.0593 | |
MAX | 0.8571 | 1.0000 | 0.9258 | 1.0000 | 1.0000 | 0.8819 | 1.0000 |