Research Article
Developing Multiagent E-Learning System-Based Machine Learning and Feature Selection Techniques
Table 4
The results of cross-validation and testing for applying classifiers on 13 features by univariate.
| Model | Cross-validation performance | Testing performance | A | P | R | F | A | P | R | F |
| DT | 80.42 | 80.38 | 80.4 | 80.4 | 78.76 | 78.76 | 78.76 | 78.76 | KNN | 83.63 | 84.11 | 83.63 | 83.63 | 82.32 | 82.58 | 82.32 | 82.33 | NB | 66.19 | 66.64 | 66.19 | 65.52 | 65.19 | 65.71 | 65.19 | 64.37 | LR | 78.89 | 79.0 | 78.89 | 78.85 | 79.33 | 79.36 | 79.33 | 79.32 | RF | 86.5 | 86.8 | 86.48 | 86.55 | 85.72 | 85.96 | 85.72 | 85.73 |
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The highest values and low values are represented as bold values.
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