Table 2: Specificity (Sp) and Sensitivity (Se) for the Mentioned Algorithms with Varying Test:Train Ratio. (Sp x100%, Se x 100%)
Sl. No. |
Algorithm |
Train: Test Ratio |
Normal |
Grade I |
Grade II |
Grade III |
Sp
|
Se
|
Sp
|
Se
|
Sp
|
Se
|
Sp
|
Se
|
1 |
PCA |
60:40 |
0.95 |
0.35 |
0.87 |
0.53 |
0.80 |
0.64 |
0.88 |
0.81 |
2 |
ICA |
60:40 |
0.95 |
0.57 |
0.94 |
0.85 |
0.89 |
0.71 |
0.94 |
0.85 |
3 |
PCA-LDA |
60:40 |
0.98 |
0.65 |
0.96 |
0.71 |
0.91 |
0.78 |
0.85 |
0.90 |
4 |
PCA |
70:30 |
0.93 |
0.48 |
0.93 |
0.81 |
0.87 |
0.80 |
0.94 |
0.82 |
5 |
ICA |
70:30 |
0.98 |
0.62 |
0.93 |
0.77 |
0.87 |
0.72 |
0.89 |
0.81 |
6 |
PCA-LDA |
70:30 |
0.96 |
0.85 |
0.97 |
0.81 |
0.93 |
0.86 |
0.97 |
0.91 |