| 逻辑回归 | 随机森林 | 决策树 | XGBoost | LGBM | KNC | Adaboost | svm | 朴素贝 叶斯 | ||
BRCA | RF | ACC | 0.75 (+/−0.04) | 0.72 (+/−0.03) | 0.71 (+/−0.05) | 0.73 (+/−0.03) | 0.74 (+/−0.05) | 0.71 (+/−0.01) | 0.75 (+/−0.03) | 0.76 (+/−0.03) | 0.71 (+/−0.09) |
AUC | 0.77 (+/−0.05) | 0.73 (+/−0.07) | 0.58 (+/−0.05) | 0.63 (+/−0.07) | 0.69 (+/−0.07) | 0.54 (+/−0.10) | 0.75 (+/−0.03) | 0.78 (+/−0.05) | 0.70 (+/−0.09) | ||
F1 | 0.73 (+/−0.05) | 0.66 (+/−0.04) | 0.68 (+/−0.05) | 0.67 (+/−0.04) | 0.70 (+/−0.07) | 0.62 (+/−0.04) | 0.72 (+/−0.04) | 0.75 (+/−0.03) | 0.71 (+/−0.09) | ||
pca | ACC | 0.68 (+/−0.04) | 0.70 (+/−0.03) | 0.64 (+/−0.05) | 0.65 (+/−0.03) | 0.69 (+/−0.04) | 0.72 (+/−0.01) | 0.57 (+/−0.04) | 0.70 (+/−0.02) | 0.71 (+/−0.01) | |
AUC | 0.70 (+/−0.03) | 0.61 (+/−0.07) | 0.53 (+/−0.04) | 0.56 (+/−0.09) | 0.58 (+/−0.06) | 0.56 (+/−0.07) | 0.57 (+/−0.04) | 0.69 (+/−0.07) | 0.66 (+/−0.08) | ||
F1 | 0.67 (+/−0.04) | 0.60 (+/−0.04) | 0.61 (+/−0.03) | 0.59 (+/−0.05) | 0.61 (+/−0.04) | 0.62 (+/−0.02) | 0.61 (+/−0.01) | 0.62 (+/−0.04) | 0.59 (+/−0.01) | ||
mrmr | ACC | 0.86 (+/−0.05) | 0.79 ( +/−0.03) | 0.70 (+/−0.09) | 0.78 (+/−0.05) | 0.79 (+/−0.04) | 0.78 (+/−0.05) | 0.85 (+/−0.03) | 0.87 (+/−0.05) | 0.86 (+/−0.05) | |
AUC | 0.92 (+/−0.04) | 0.81 (+/−0.07) | 0.61 (+/−0.11) | 0.83 (+/−0.05) | 0.83 (+/−0.07) | 0.78 (+/−0.08) | 0.85 (+/−0.03) | 0.92 (+/−0.04) | 0.89 (+/−0.03) | ||
F1 | 0.86 (+/−0.05) | 0.75 (+/−0.05) | 0.69 (+/−0.08) | 0.76 (+/−0.04) | 0.78 (+/−0.04) | 0.75 (+/−0.06) | 0.81 (+/−0.05) | 0.86 (+/−0.06) | 0.85 (+/−0.06) | ||
BLCA | RF | ACC | 0.77 (+/−0.05) | 0.79 (+/−0.02) | 0.69 (+/−0.08) | 0.77 (+/−0.05) | 0.82 (+/−0.02) | 0.77 (+/−0.03) | 0.64 (+/−0.06) | 0.81 (+/−0.02) | 0.75 (+/−0.06) |
AUC | 0.69 (+/−0.06) | 0.75 (+/−0.06) | 0.50 (+/−0.06) | 0.70 (+/−0.14) | 0.71 (+/−0.09) | 0.49 (+/−0.08) | 0.62 (+/−0.08) | 0.73 (+/−0.05) | 0.65 (+/−0.09) | ||
F1 | 0.72 (+/−0.05) | 0.71 (+/−0.04) | 0.67 (+/−0.06) | 0.71 (+/−0.05) | 0.77 (+/−0.03) | 0.70 (+/−0.04) | 0.73 (+/−0.04) | 0.74 (+/−0.02) | 0.72 (+/−0.07) |