Model | Entity type | |||||
---|---|---|---|---|---|---|
 | Disease | Symptom | Disease group | Treatment | Test | Overall accuracy |
Naive Bayes (NB) | 44.82 | 51.72 | N/A | 59.00 | 65.96 | 58.91 |
Maximum Entropy (ME) | 48.32 | 56.34 | 34.19 | 58.80 | 76.10 | 65.68 |
Support Vector Machine (SVM) | 57.18 | 62.52 | 37.22 | 60.48 | 80.17 | 70.46 |
Conditional Random Field (CRF) [7] | 77.33 | 77.83 | 48.39 | 77.47 | 90.05 | 83.94 |
Convolutional Neural Network(CNN) [7] | 52.80 | 65.76 | 40.00 | 53.14 | 79.28 | 68.60 |
Bi-RNN model | 73.83 | 79.35 | 28.00 | 67.99 | 82.63 | 77.85 |
Transfer learning Bi-RNN model [24] | 74.30 | 82.60 | 44.00 | 68.20 | 86.79 | 80.75 |
Our proposed model | 76.86 | 87.22 | 36.00 | 71.33 | 89.20 | 83.51 |