Table 6 Ablation study experimental results comparing DWTC with other feature extraction methods on the first impressions dataset.
From: A DLF multi-scale quantitative research method for the big five personality traits
Method | E | A | C | N | O | Avg | R² | MAE |
|---|---|---|---|---|---|---|---|---|
DWTC | 0.9189 ± 0.0038 | 0.9198 ± 0.0045 | 0.9160 ± 0.0034 | 0.9182 ± 0.0037 | 0.9159 ± 0.0049 | 0.9177 ± 0.0041 | 0.9043 ± 0.0050 | 0.1644 ± 0.0021 |
GP | 0.8856 ± 0.0035 | 0.8823 ± 0.0032 | 0.8915 ± 0.0033 | 0.8876 ± 0.0030 | 0.8842 ± 0.0034 | 0.8862 ± 0.0032 | 0.8815 ± 0.0035 | 0.1759 ± 0.0078 |
BP | 0.8812 ± 0.0029 | 0.8798 ± 0.0031 | 0.8897 ± 0.0032 | 0.8834 ± 0.0028 | 0.8801 ± 0.0033 | 0.8828 ± 0.0030 | 0.8782 ± 0.0033 | 0.1705 ± 0.0055 |
LW | 0.8923 ± 0.0031 | 0.8915 ± 0.0027 | 0.8986 ± 0.0030 | 0.8952 ± 0.0029 | 0.8934 ± 0.0032 | 0.8942 ± 0.0028 | 0.8903 ± 0.0031 | 0.1689 ± 0.0052 |
CD | 0.8798 ± 0.0033 | 0.8765 ± 0.0032 | 0.8854 ± 0.0034 | 0.8789 ± 0.0031 | 0.8772 ± 0.0035 | 0.8796 ± 0.0032 | 0.8751 ± 0.0034 | 0.1693 ± 0.0036 |
