Table 2.
Performance measures of 100 proteins dataset from ESA, CE and jFATCAT methods at class level with computational time
Method/levels | Time (hours) for N×N comparison | Measure | Spectral K-means | K-means | Fuzzy C-means |
---|---|---|---|---|---|
CE | 126.18 | Precision | 0.9600 | 0.8622 | 0.7141 |
Recall | 0.9333 | 0.7573 | 0.9792 | ||
F-measure | 0.9465 | 0.8064 | 0.8259 | ||
RI | 0.9694 | 0.9538 | 0.9226 | ||
jFACTCAT | 019.14 | Precision | 0.6653 | 0.4929 | 0.5058 |
Recall | 0.6043 | 0.5019 | 0.6741 | ||
F measure | 0.6333 | 0.4974 | 0.5780 | ||
RI | 0.8554 | 0.8430 | 0.8154 | ||
Original ESA | 020.40 | Precision | 0.8396 | 0.5075 | 0.4812 |
Recall | 0.7563 | 0.7744 | 0.6347 | ||
F measure | 0.7957 | 0.6132 | 0.5474 | ||
RI | 0.9420 | 0.8248 | 0.8032 | ||
ESA-MC-BB | 002.20 | Precision | 0.7767 | 0.5523 | 0.5710 |
Recall | 0.9275 | 0.6277 | 0.5232 | ||
F measure | 0.8454 | 0.5876 | 0.5461 | ||
RI | 0.9359 | 0.8440 | 0.8338 | ||
ESA-MC-BB + HP | 002.20 | Precision | 0.9168 | 0.5058 | 0.5699 |
Recall | 0.8400 | 0.7925 | 0.5307 | ||
F measure | 0.8767 | 0.6175 | 0.5496 | ||
RI | 0.9557 | 0.8298 | 0.8369 | ||
ESA-MC-BB + POL | 002.20 | Precision | 0.8974 | 0.5416 | 0.5576 |
Recall | 0.8165 | 0.6000 | 0.5088 | ||
F measure | 0.8551 | 0.5693 | 0.5321 | ||
RI | 0.9444 | 0.8159 | 0.8322 | ||
ESA-CA | 002.20 | Precision | 0.8572 | 0.5075 | 0.5322 |
Recall | 0.7621 | 0.7744 | 0.4800 | ||
F measure | 0.8069 | 0.6132 | 0.5048 | ||
RI | 0.9364 | 0.8961 | 0.8234 | ||
ESA-CA + HP | 002.20 | Precision | 0.8495 | 0.7588 | 0.5576 |
Recall | 0.7525 | 0.6997 | 0.5088 | ||
F measure | 0.7981 | 0.7281 | 0.5321 | ||
RI | 0.9411 | 0.9020 | 0.8322 | ||
ESA-CA + POL | 002.20 | Precision | 0.8572 | 0.5058 | 0.5205 |
Recall | 0.7621 | 0.7925 | 0.4672 | ||
F measure | 0.8069 | 0.6175 | 0.4924 | ||
RI | 0.9297 | 0.8388 | 0.8194 |