Research Article
Automatic Prediction of Recurrence of Major Cardiovascular Events: A Text Mining Study Using Chest X-Ray Reports
Table 4
Performance comparison of different experimental scenarios using AUC and misclassification rate.
| | Classifier | AUC | Misclassification rate |
| | V-LR | 0.799 | 0.195 | | V-SVM | 0.648 | 0.196 | | V-NN | 0.651 | 0.201 | | T-LR | 0.512 | 0.247 | | T-SVM | 0.625 | 0.186 | | T-BiLSTM | 0.570 | 0.300 | | VB-LR | 0.808 | 0.193 | | VB-SVM | 0.784 | 0.122 | | VC-LR | 0.809 | 0.194 | | VC-SVM | 0.655 | 0.197 | | MI-LR | 0.811 | 0.203 | | MI-SVM | 0.694 | 0.237 | | MI-CNN | 0.730 | 0.214 | | MI-LSTM | 0.794 | 0.176 | | MI-BiLSTM | 0.847 | 0.143 |
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