Table 10. Comparative analysis of the PCA and entropy methods.
Dimensions | Case Study 1 | Case Study 2 | ||||||
---|---|---|---|---|---|---|---|---|
Entropy | PCA | Mean | Std. Deviation | Entropy | PCA | Mean | Std. Deviation | |
Dim. 1 | 32.70% | 24.37% | 28.54% | 0.0059 | 5.12% | 7.21% | 6.17% | 0.0148 |
Dim. 2 | 23.82% | 24.76% | 24.29% | 0.0007 | 7.48% | 5.91% | 6.70% | 0.0111 |
Dim. 3 | 26.02% | 25.51% | 25.77% | 0.0004 | 27.23% | 7.21% | 17.22% | 0.1416 |
Dim. 4 | 17.46% | 25.36% | 21.41% | 0.0056 | 5.30% | 11.08% | 8.19% | 0.0409 |
Dim. 5 | 5.98% | 10.75% | 8.37% | 0.0337 | ||||
Dim. 6 | 13.22% | 8.72% | 10.97% | 0.0318 | ||||
Dim. 7 | 7.41% | 10.79% | 9.10% | 0.0239 | ||||
Dim. 8 | 3.44% | 10.67% | 7.06% | 0.0511 | ||||
Dim. 9 | 4.87% | 9.15% | 7.01% | 0.0303 | ||||
Dim. 10 | 2.02% | 10.35% | 6.19% | 0.0589 | ||||
Dim. 11 | 17.92% | 8.16% | 13.04% | 0.0566 | ||||
Max-Min | 8.88% | 1.14% | 7.13% | 0.0055 | 25.21% | 5.17% | 11.05% | 0.1305 |
Average of Max-Min | 3.81% | 0.29% | 1.78% | 0.0014 | 2.29% | 0.47% | 1.00% | 0.0119 |
Average | 25.00% | 25.00% | 25.00% | 0.0032 | 9.09% | 9.09% | 9.09% | 0.0450 |