Table 5. Comparison of the sensitivity (SN), specificity (SP), positive predictive value (PPV), negative predictive value (NPV), F-measure (F), and accuracy (ACC) between LIDC and the nine other prediction methods for the top 20% of proteins in two different PINs.
Data sets | Methods | SN | SP | PPV | NPV | F-measure | ACC |
---|---|---|---|---|---|---|---|
YDIP_5093 | DC | 0.35 | 0.85 | 0.41 | 0.81 | 0.50 | 0.73 |
BC | 0.31 | 0.83 | 0.35 | 0.80 | 0.45 | 0.71 | |
NC | 0.40 | 0.86 | 0.46 | 0.83 | 0.54 | 0.75 | |
LID | 0.39 | 0.86 | 0.45 | 0.83 | 0.54 | 0.75 | |
PeC | 0.40 | 0.86 | 0.46 | 0.83 | 0.55 | 0.75 | |
CoEWC | 0.41 | 0.86 | 0.47 | 0.83 | 0.56 | 0.76 | |
WDC | 0.42 | 0.86 | 0.48 | 0.83 | 0.56 | 0.76 | |
ION | 0.41 | 0.86 | 0.53 | 0.84 | 0.61 | 0.78 | |
UC | 0.42 | 0.86 | 0.48 | 0.83 | 0.57 | 0.76 | |
LIDC | 0.44 | 0.87 | 0.50 | 0.84 | 0.59 | 0.77 | |
YMIPS_4546 | DC | 0.25 | 0.82 | 0.28 | 0.79 | 0.38 | 0.69 |
BC | 0.25 | 0.81 | 0.28 | 0.79 | 0.38 | 0.69 | |
NC | 0.28 | 0.82 | 0.31 | 0.80 | 0.42 | 0.70 | |
LID | 0.27 | 0.82 | 0.30 | 0.80 | 0.41 | 0.70 | |
PeC | 0.30 | 0.83 | 0.34 | 0.80 | 0.44 | 0.71 | |
CoEWC | 0.31 | 0.83 | 0.34 | 0.81 | 0.45 | 0.71 | |
WDC | 0.30 | 0.83 | 0.34 | 0.81 | 0.45 | 0.71 | |
ION | 0.45 | 0.86 | 0.49 | 0.84 | 0.59 | 0.77 | |
UC | 0.31 | 0.83 | 0.34 | 0.81 | 0.45 | 0.71 | |
LIDC | 0.42 | 0.86 | 0.46 | 0.84 | 0.56 | 0.76 |