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