Table 5 Comparison results of MicroP, MicroR and MicroF measure on progress notes
Model | MicroP | MicroR | MicroF |
|---|---|---|---|
Naive Bayes | 79.42 | 79.37 | 79.40 |
Maximum Entropy | 91.45 | 91.45 | 91.45 |
Support Vector Machine | 93.07 | 93.06 | 93.06 |
Conditional Random Field [7] | 94.93 | 94.02 | 94.02 |
Convolutional Neural Network [7] | 91.13 | 91.14 | 91.13 |
Bi-RNN model | 93.58 | 93.58 | 93.58 |
Transfer learning Bi-RNN model [24] | 94.37 | 94.37 | 94.37 |
Our proposed model | 96.65 | 96.65 | 96.65 |