Table 4 Comparison results of MicroP, MicroR and MicroF measure on discharge summaries
Model | MicroP | MicroR | MicroF |
|---|---|---|---|
Naive Bayes | 78.07 | 77.91 | 77.99 |
Maximum Entropy | 88.81 | 88.81 | 88.81 |
Support Vector Machine | 90.52 | 90.52 | 90.52 |
Conditional Random Field [7] | 93.15 | 93.15 | 93.15 |
Convolutional Neural Network [7] | 88.64 | 88.64 | 88.64 |
Bi-RNN model | 90.90 | 90.90 | 90.90 |
Transfer learning Bi-RNN model [24] | 92.25 | 92.25 | 92.25 |
Our proposed model | 93.31 | 93.31 | 93.31 |