Research Article
Leveraging the Power of Deep Learning Technique for Creating an Intelligent, Context-Aware, and Adaptive M-Learning Model
Table 4
Accuracy results of machine learning algorithms and ANN on five-level grades’ classification.
| Models/algorithms | Linear discriminant analysis (LDA) | Multiclass logistic regression (softmax regression) | Support vector machine (SVM) | Decision tree (DT) | Random forest (RF) | Artificial neural network (ANN) |
| Learning model 1 | 85.56 | 88.67 | 87.56 | 88.56 | 90.11 | 90.77 |
| Learning model 2 | 78.55 | 79.56 | 79.44 | 76.59 | 86.89 | 87.69 |
| Learning model 3 | 67.78 | 70.45 | 74.45 | 67.43 | 83.67 | 83.85 |
| Learning model 4 | 54.12 | 55.98 | 59.64 | 56.89 | 80.23 | 80.00 |
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