基于数据融合的ABC-SVM社区疾病预测方法
|
庞维庆,何宁,罗燕华,郁晞
|
ABC-SVM disease prediction method based on data fusion in community health care
|
Wei-qing PANG,Ning HE,Yan-hua LUO,Xi YU
|
|
表 4 不同优化算法的疾病预测结果 |
Tab.4 Disease prediction results with different optimization algorithms |
|
样本编码 | ${P}$ | | ${R}$ | | ${F}$ | ABC-SVM | PSO-SVM | GA-SVM | | ABC-SVM | PSO-SVM | GA-SVM | | ABC-SVM | PSO-SVM | GA-SVM | 0x0 | 1 | 0 | 1 | | 1 | 0 | 1 | | 1 | 0 | 1 | 0x4 | 0.91 | 0 | 0.77 | | 1 | 0 | 0.83 | | 0.96 | 0 | 0.83 | 0x6 | 1 | 0 | 0.33 | | 0.5 | 0 | 0.4 | | 0.67 | 0 | 0.4 | 0xB | 1 | 0 | 1 | | 1 | 0 | 1 | | 1 | 0 | 1 | 0xC | 0 | 0 | 0 | | 0 | 0 | 0 | | 0 | 0 | 0 | 0xE | 0.89 | 0 | 0.86 | | 1 | 0 | 0.8 | | 0.94 | 0 | 0.8 | 0xF | 1 | 0.14 | 1 | | 1 | 1 | 0.86 | | 1 | 0.24 | 0.86 |
|
|
|