Table 11 Summary of results for the Pulmon Dataset
From: Cooperative co-evolution for feature selection in Big Data with random feature grouping
Classifier | Accuracy (%) | Sensitivity (%) | Specificity (%) | No. of features |
|---|---|---|---|---|
NB | 65.52 | 100.00 | 100.00 | 432 |
NB + CCEAFS | 74.14 | 100.00 | 100.00 | 91 |
NB + CCFSRFG-1 | 89.66 | 100.00 | 100.00 | 42 |
NB + CCFSRFG-2 | 70.69 | 100.00 | 100.00 | 208 |
SVM | 93.10 | 100.00 | 100.00 | 432 |
SVM + CCEAFS | 98.28 | 100.00 | 100.00 | 89 |
SVM + CCFSRFG-1 | 100.00 | 100.00 | 100.00 | 51 |
SVM + CCFSRFG-2 | 100.00 | 100.00 | 100.00 | 190 |
k-NN | 86.21 | 100.00 | 100.00 | 432 |
k-NN + CCEAFS | 87.93 | 100.00 | 100.00 | 105 |
k-NN + CCFSRFG-1 | 100.00 | 100.00 | 100.00 | 25 |
k-NN + CCFSRFG-2 | 89.66 | 100.00 | 100.00 | 188 |
J48 | 82.76 | 62.50 | 96.00 | 432 |
J48 + CCEAFS | 93.10 | 100.00 | 98.00 | 61 |
J48 + CCFSRFG-1 | 96.55 | 100.00 | 96.55 | 29 |
J48 + CCFSRFG-2 | 94.83 | 100.00 | 98.00 | 193 |
RF | 91.38 | 100.00 | 100.00 | 432 |
RF + CCEAFS | 96.55 | 100.00 | 100.00 | 117 |
RF + CCFSRFG-1 | 96.55 | 100.00 | 100.00 | 183 |
RF + CCFSRFG-2 | 94.83 | 100.00 | 100.00 | 210 |
LR | 86.21 | 100.00 | 100.00 | 432 |
LR + CCEAFS | 98.28 | 100.00 | 100.00 | 143 |
LR + CCFSRFG-1 | 100.00 | 100.00 | 100.00 | 137 |
LR + CCFSRFG-2 | 96.55 | 100.00 | 100.00 | 219 |