Table 1 Results of each algorithm model after LASSO dimensionality reduction
TP | FN | FP | TN | Accuracy | Sensitivity | Specificity | |
|---|---|---|---|---|---|---|---|
LASSO+DT | 20 | 6 | 8 | 24 | 75.86% | 76.92% | 75.00% |
LASSO+Bayes | 13 | 10 | 8 | 27 | 68.97% | 56.52% | 77.14% |
LASSO+BPnet | 17 | 9 | 4 | 28 | 77.59% | 65.38% | 87.50% |
LASSO+K-NN | 23 | 7 | 4 | 24 | 81.03% | 76.67% | 85.71% |
LASSO+SVM | 23 | 2 | 11 | 22 | 77.59% | 92.00% | 66.67% |
LASSO+RF | 25 | 2 | 9 | 22 | 81.03% | 92.59% | 70.97% |
LASSO+GBDT | 19 | 4 | 5 | 30 | 84.48% | 82.61% | 85.71% |