Research Article
Developing Multiagent E-Learning System-Based Machine Learning and Feature Selection Techniques
Table 5
The results of cross-validation and testing for applying ML algorithms to thirteen features by Extra Trees.
| Model | Cross-validation performance | Testing performance | A | P | R | F | A | P | R | F |
| DT | 82.24 | 82.26 | 82.1 | 82.23 | 82.24 | 82.26 | 82.1 | 82.23 | KNN | 83.72 | 84.2 | 83.72 | 83.73 | 82.25 | 82.53 | 82.25 | 82.26 | NB | 68.82 | 69.85 | 68.82 | 67.98 | 68.38 | 69.52 | 68.38 | 67.45 | LR | 80.04 | 80.04 | 80.04 | 80.01 | 80.6 | 80.59 | 80.6 | 80.59 | RF | 87.6 | 88.05 | 87.71 | 87.7 | 86.72 | 87.08 | 86.72 | 86.73 |
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The highest values and low values are represented as bold values.
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