Open Access
Table 7
Model performance metrics.
| GBM | Accuracy=0.9265 | |||
|---|---|---|---|---|
| Metric | Precision | Recall | F1-score | Support |
| NEO | 0.98 | 0.92 | 0.95 | 3428 |
| Non-NEO | 0.82 | 0.95 | 0.88 | 1308 |
| Macro Avg. | 0.90 | 0.93 | 0.91 | 4736 |
| Weighted Avg. | 0.93 | 0.93 | 0.93 | 4736 |
| RF | Accuracy=0.9261 | |||
| NEO | 0.98 | 0.92 | 0.95 | 3428 |
| Non-NEO | 0.81 | 0.95 | 0.88 | 1308 |
| Macro Avg. | 0.90 | 0.93 | 0.91 | 4736 |
| Weighted Avg. | 0.93 | 0.93 | 0.93 | 4736 |
| SGD | Accuracy=0.9269 | |||
| NEO | 0.95 | 0.94 | 0.95 | 3428 |
| Non-NEO | 0.86 | 0.88 | 0.87 | 1308 |
| Macro Avg. | 0.91 | 0.91 | 0.91 | 4736 |
| Weighted Avg. | 0.93 | 0.93 | 0.93 | 4736 |
| NN | Accuracy=0.9329 | |||
| NEO | 0.98 | 0.93 | 0.95 | 3428 |
| Non-NEO | 0.84 | 0.94 | 0.89 | 1308 |
| Macro Avg. | 0.91 | 0.93 | 0.92 | 4736 |
| Weighted Avg. | 0.94 | 0.93 | 0.93 | 4736 |
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