Table 13 Classification accuracy of different proportions of the training set under 10 times randomized leave-out experiment.
Training part | 1st | 2nd | 3rd | 4th | 5th | 6th | 7th | 8th | 9th | 10th |
|---|---|---|---|---|---|---|---|---|---|---|
10% | 75.56% | 71.11% | 80.00% | 88.15% | 81.48% | 87.41% | 71.85% | 80.74% | 72.59% | 80.00% |
20% | 89.17% | 83.33% | 88.33% | 80.83% | 90.00% | 89.17% | 85.83% | 90.00% | 88.33% | 80.00% |
30% | 89.52% | 84.76% | 88.57% | 87.62% | 87.62% | 85.71% | 91.43% | 91.43% | 88.57% | 91.43% |
40% | 90.00% | 90.00% | 92.22% | 92.22% | 93.33% | 91.11% | 93.33% | 85.56% | 86.67% | 90.00% |
50% | 90.67% | 96.00% | 86.67% | 94.67% | 88.00% | 90.67% | 90.67% | 85.33% | 90.67% | 92.00% |
60% | 90.00% | 95.00% | 91.67% | 96.67% | 90.00% | 93.33% | 86.67% | 85.00% | 95.00% | 88.33% |
70% | 88.89% | 93.33% | 91.11% | 93.33% | 91.11% | 91.11% | 91.11% | 91.11% | 91.11% | 88.89% |
72% | 88.10% | 92.86% | 95.24% | 88.10% | 90.48% | 95.24% | 90.48% | 92.86% | 95.24% | 90.48% |
74% | 94.87% | 87.18% | 97.44% | 94.87% | 94.87% | 94.87% | 92.31% | 87.18% | 87.18% | 84.62% |
76% | 88.89% | 88.89% | 97.22% | 86.11% | 88.89% | 91.67% | 97.22% | 97.22% | 88.89% | 91.67% |
78% | 87.88% | 96.97% | 87.88% | 90.91% | 90.91% | 96.97% | 87.88% | 90.91% | 87.88% | 100.00% |
80% | 93.33% | 93.33% | 90.00% | 93.33% | 93.33% | 93.33% | 90.00% | 90.00% | 93.33% | 93.33% |
82% | 92.59% | 92.59% | 88.89% | 96.30% | 92.59% | 92.59% | 92.59% | 88.89% | 92.59% | 92.59% |
84% | 95.83% | 83.33% | 95.83% | 87.50% | 95.83% | 95.83% | 100.00% | 95.83% | 83.33% | 91.67% |
86% | 95.24% | 95.24% | 90.48% | 95.24% | 90.48% | 90.48% | 90.48% | 85.71% | 95.24% | 90.48% |
88% | 100.00% | 100.00% | 88.89% | 94.44% | 94.44% | 94.44% | 88.89% | 88.89% | 94.44% | 88.89% |
90% | 93.33% | 100.00% | 100.00% | 80.00% | 86.67% | 93.33% | 100.00% | 93.33% | 86.67% | 86.67% |
92% | 100.00% | 83.33% | 100.00% | 91.67% | 91.67% | 100.00% | 100.00% | 83.33% | 91.67% | 83.33% |
94% | 100.00% | 100.00% | 88.89% | 88.89% | 88.89% | 88.89% | 100.00% | 100.00% | 88.89% | 100.00% |
96% | 100.00% | 100.00% | 100.00% | 100.00% | 100.00% | 83.33% | 83.33% | 100.00% | 100.00% | 83.33% |
98% | 100.00% | 66.67% | 100.00% | 100.00% | 66.67% | 100.00% | 100.00% | 100.00% | 100.00% | 100.00% |
