Table 5 The classification results of the four models on hypertension and psychiatric diseases
From: Analysis of disease comorbidity patterns in a large-scale China population
Model | Hypertension | Psychiatric diseases | ||||
|---|---|---|---|---|---|---|
Precision | Recall | F1-score | Precision | Recall | F1-score | |
LR | 0.6193 ± 0.0140 | 0.6837 ± 0.0183 | 0.6498 ± 0.0127 | 0.6478 ± 0.0197 | 0.6900 ± 0.0194 | 0.6681 ± 0.0178 |
SVM | 0.6038 ± 0.0168 | 0.7199 ± 0.0152 | 0.6567 ± 0.0138 | 0.6334 ± 0.0207 | 0.7041 ± 0.0192 | 0.6668 ± 0.0179 |
RF | 0.6034 ± 0.0239 | 0.7534 ± 0.0373 | 0.6689 ± 0.0059 | 0.6386 ± 0.0293 | 0.7358 ± 0.0774 | 0.6802 ± 0.0297 |
NN | 0.5919 ± 0.0151 | 0.6166 ± 0.0118 | 0.6038 ± 0.0084 | 0.6306 ± 0.0225 | 0.6534 ± 0.0275 | 0.6415 ± 0.0219 |