Model | Entity type | |||||
---|---|---|---|---|---|---|
 | Disease | Symptom | Disease group | Treatment | Test | Overall accuracy |
Naive Bayes (NB) | 69.50 | 70.09 | N/A | 41.59 | 71.85 | 67.49 |
Maximum Entropy (ME) | 71.49 | 72.37 | 41.15 | 52.93 | 77.58 | 72.44 |
Support Vector Machine (SVM) | 77.77 | 76.92 | 21.12 | 56.36 | 81.49 | 76.45 |
Conditional Random Field (CRF) [7] | 87.42 | 87.09 | 36.06 | 75.60 | 90.31 | 87.22 |
Convolutional Neural Network(CNN) [7] | 76.19 | 76.65 | 12.50 | 51.83 | 76.65 | 73.40 |
Bi-RNN model | 87.48 | 87.01 | 25.00 | 63.99 | 83.75 | 82.72 |
Transfer learning Bi-RNN model [24] | 88.70 | 88.49 | 31.25 | 72.93 | 86.12 | 85.43 |
Our proposed model | 92.24 | 94.19 | 75.00 | 86.46 | 92.61 | 92.13 |