Research Article
Developing Multiagent E-Learning System-Based Machine Learning and Feature Selection Techniques
Table 6
The results of cross-validation and testing for applying classifiers on six features by univariate.
| Models | Cross-validation performance | Testing performance | A | P | R | F | A | P | R | F |
| DT | 78.04 | 78.06 | 78.06 | 78.0 | 77.84 | 77.84 | 77.84 | 77.84 | KNN | 83.38 | 83.87 | 83.38 | 83.38 | 82.05 | 82.35 | 82.05 | 82.07 | NB | 65.36 | 65.78 | 65.36 | 64.65 | 64.01 | 64.6 | 64.01 | 62.98 | LR | 77.49 | 78.12 | 77.49 | 77.2 | 78.44 | 79.0 | 78.44 | 78.2 | RF | 84.41 | 84.71 | 84.38 | 84.44 | 84.41 | 84.71 | 84.41 | 84.42 |
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The highest values and low values are represented as bold values.
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