Model | Fold | IBM Dataset | Cell2cell Dataset | |||||||
Training Error | Testing Error | AUC | ACC | Training Error | Testing Error | AUC | ACC | |||
Naïve Bayes | 1 | 0.2436 | 0.2270 | 0.8135 | 77.30% | 0.0309 | 0.0305 | 0.9665 | 97 | |
2 | 0.2435 | 0.2482 | 0.8149 | 75.20% | 0.0295 | 0.0302 | 0.9671 | 97 | ||
3 | 0.2394 | 0.2639 | 0.8156 | 73.60% | 0.0314 | 0.0254 | 0.9667 | 97 | ||
4 | 0.2403 | 0.2596 | 0.8181 | 74.00% | 0.0295 | 0.0270 | 0.9681 | 97.3 | ||
5 | 0.2423 | 0.2386 | 0.8117 | 76.10% | 0.0312 | 0.0328 | 0.9663 | 96.7 | ||
6 | 0.2390 | 0.2613 | 0.8166 | 73.90% | 0.0300 | 0.0321 | 0.9691 | 96.8 | ||
7 | 0.2440 | 0.2400 | 0.8125 | 76.00% | 0.0318 | 0.0343 | 0.9647 | 96.6 | ||
8 | 0.2425 | 0.2457 | 0.8123 | 75.40% | 0.0304 | 0.0316 | 0.9679 | 96.8 | ||
9 | 0.2447 | 0.2272 | 0.8133 | 77.30% | 0.0312 | 0.0330 | 0.9652 | 96.7 | ||
10 | 0.2448 | 0.2187 | 0.8106 | 79.10% | 0.0309 | 0.0326 | 0.9677 | 96.7 | ||
SVM | 1 | 0.2048 | 0.2033 | 0.8300 | 79.90% | 0.0087 | 0.0072 | 0.9927 | 99 | |
2 | 0.2046 | 0.1836 | 0.8262 | 81.70% | 0.0086 | 0.0084 | 0.9908 | 98.9 | ||
3 | 0.2048 | 0.1838 | 0.8498 | 81.70% | 0.0087 | 0.0075 | 0.9935 | 99 | ||
4 | 0.1993 | 0.2330 | 0.8064 | 76.70% | 0.0085 | 0.0085 | 0.9920 | 98.9 | ||
5 | 0.2037 | 0.1925 | 0.8447 | 80.80% | 0.0086 | 0.0082 | 0.9924 | 98.8 | ||
6 | 0.2018 | 0.2150 | 0.8138 | 78.60% | 0.0083 | 0.0109 | 0.9882 | 98.7 | ||
7 | 0.2042 | 0.1945 | 0.8239 | 80.50% | 0.0086 | 0.0079 | 0.9917 | 99 | ||
8 | 0.2062 | 0.1831 | 0.8655 | 81.70% | 0.0085 | 0.0092 | 0.9926 | 98.8 | ||
9 | 0.2002 | 0.2272 | 0.8089 | 77.30% | 0.0086 | 0.0081 | 0.9926 | 99 | ||
10 | 0.2033 | 0.2118 | 0.8224 | 78.80% | 0.0085 | 0.0091 | 0.9913 | 98.8 | ||
Decision Tree | 1 | 0.0858 | 0.2499 | 0.7240 | 75% | 0.0001 | 0.0120 | 0.9853 | 98.8 | |
2 | 0.0841 | 0.2469 | 0.7667 | 75.30% | 0.0001 | 0.0130 | 0.9859 | 98.7 | ||
3 | 0.0896 | 0.2298 | 0.7447 | 77% | 0.0002 | 0.0123 | 0.9826 | 98.8 | ||
4 | 0.0882 | 0.2795 | 0.7168 | 72.10% | 0.0001 | 0.0124 | 0.9846 | 98.9 | ||
5 | 0.0880 | 0.2618 | 0.7264 | 73.90% | 0.0002 | 0.0109 | 0.9887 | 98.9 | ||
6 | 0.0882 | 0.2684 | 0.6994 | 73.20% | 0.0001 | 0.0110 | 0.9853 | 98.8 | ||
7 | 0.0868 | 0.2542 | 0.7125 | 74.60% | 0.0000 | 0.0136 | 0.9831 | 98.6 | ||
8 | 0.0841 | 0.2641 | 0.7321 | 73.60% | 0.0001 | 0.0117 | 0.9854 | 98.8 | ||
9 | 0.0844 | 0.2400 | 0.7079 | 76% | 0.0002 | 0.0127 | 0.9863 | 98.7 | ||
10 | 0.0899 | 0.2854 | 0.7020 | 71.40% | 0.0001 | 0.0120 | 0.9847 | 98.8 |