Table 4.
Personality trait-based model ANN results.
| Method | Layer | Neuron | Accuracy | Precision | Recall | F1 score | Confusion matrix |
|---|---|---|---|---|---|---|---|
| Personality traits - ANN | 1 | 2 | 0.681 | 0.938 | 0.938 | 0.821 | [24 4 17 17] |
| Personality traits - ANN | 1 | 4 | 0.643 | 0.889 | 0.659 | 0.906 | [20 8 11 23] |
| Personality traits - ANN | 1 | 8 | 0.774 | 0.938 | 0.691 | 0.938 | [21 7 8 26] |
| Personality traits - ANN | 1 | 16 | 0.756 | 0.311 | 0.774 | 0.952 | [21 7 9 25] |
| Personality traits - ANN | 1 | 32 | 0.724 | 0.771 | 0.809 | 0.952 | [21 7 8 26] |
| Personality traits - ANN | 1 | 64 | 0.931 | 0.782 | 0.822 | 0.821 | [22 6 0 34] |
| Personality traits - ANN | 1 | 128 | 0.923 | 0.791 | 0.946 | 0.906 | [24 4 0 34] |
| Personality traits - ANN | 2 | 2 | 0.675 | 0.923 | 0.946 | 0.938 | [18 10 11 23] |
| Personality traits - ANN | 2 | 4 | 0.692 | 0.954 | 0.938 | 0.545 | [19 9 10 24] |
| Personality traits - ANN | 2 | 8 | 0.764 | 0.938 | 0.659 | 0.766 | [22 6 8 26] |
| Personality traits - ANN | 2 | 16 | 0.812 | 0.889 | 0.811 | 0.782 | [24 4 8 26] |
| Personality traits - ANN | 2 | 32 | 0.951 | 0.947 | 0.929 | 0.959 | [24 4 0 34] |
| Personality traits - ANN | 2 | 64 | 0.842 | 0.887 | 0.822 | 0.967 | [26 2 5 29] |
| Personality traits - ANN | 2 | 128 | 0.912 | 0.947 | 0.899 | 0.934 | [24 4 0 34] |
| Personality traits - ANN | 3 | 2 | 0.482 | 0.226 | 0.941 | 0.678 | [28 0 34 0] |
| Personality traits - ANN | 3 | 4 | 0.774 | 0.777 | 0.956 | 0.707 | [19 9 5 29] |
| Personality traits - ANN | 3 | 8 | 1 | 1 | 1 | 1 | [24 4 10 24] |
| Personality traits - ANN | 3 | 16 | 0.743 | 0.79 | 0.793 | 0.707 | [23 5 8 26] |
| Personality traits - ANN | 3 | 32 | 0.921 | 0.936 | 0.911 | 0.952 | [23 5 0 34] |
| Personality traits - ANN | 3 | 64 | 0.925 | 0.952 | 0.956 | 0.969 | [28 0 3 31] |
| Personality traits - ANN | 3 | 128 | 0.732 | 0.782 | 0.956 | 0.638 | [28 0 0 34] |
| Personality traits - ANN | 4 | 2 | 0.621 | 0.609 | 0.609 | 0.657 | [16 12 12 22] |
| Personality traits - ANN | 4 | 4 | 0.687 | 0.684 | 0.684 | 0.707 | [21 7 13 21] |
| Personality traits - ANN | 4 | 8 | 0.832 | 0.821 | 0.919 | 0.821 | [23 5 6 28] |
| Personality traits - ANN | 4 | 16 | 0.912 | 0.959 | 0.902 | 0.952 | [25 3 0 34] |
| Personality traits - ANN | 4 | 32 | 0.942 | 0.905 | 0.902 | 0.903 | [25 3 0 34] |
| Personality traits - ANN | 4 | 64 | 0.953 | 0.879 | 0.354 | 0.903 | [28 0 2 32] |
| Personality traits - ANN | 4 | 128 | 0.921 | 0.918 | 0.807 | 0.548 | [27 1 3 31] |
| Personality traits - ANN | 5 | 2 | 0.623 | 0.887 | 0.874 | 0.905 | [25 3 21 13] |
| Personality traits - ANN | 5 | 4 | 0.721 | 0.853 | 0.939 | 0.834 | [19 9 9 25] |
| Personality traits - ANN | 5 | 8 | 0.851 | 0.879 | 0.942 | 0.905 | [23 5 6 28] |
| Personality traits - ANN | 5 | 16 | 0.921 | 0.882 | 0.912 | 0.907 | [24 4 2 32] |
| Personality traits - ANN | 5 | 32 | 0.952 | 0.85 | 0.901 | 0.827 | [28 0 4 30] |
| Personality traits - ANN | 5 | 64 | 0.921 | 0.812 | 0.892 | 0.907 | [28 0 3 31] |
| Personality traits - ANN | 5 | 128 | 0.942 | 0.896 | 0.882 | 0.954 | [28 0 3 31] |
Source: own research.