From: Predicting the Sixteen Personality Factors (16PF) of an individual by analyzing facial features
Type of training samples | Controlled | Controlled | Controlled | Random | Random | Random | Controlled | Random | Controlled + random | |
---|---|---|---|---|---|---|---|---|---|---|
Type of test samples | Controlled | Controlled | Controlled | Random | Random | Random | Random | Controlled | Controlled + random | |
Number of subjects involved in training/total number of test subjects | 32/32 | 48/16 | 63/1 | 32/32 | 48/16 | 63/1 | 63/1 | 63/1 | 63/1 | |
Prediction accuracy (%) | Warmth | 75.21 ± 0.45 | 77.44 ± 0.42 | 80.44 ± 0.36 | 73.21 ± 0.55 | 75.41 ± 0.52 | 76.21 ± 0.48 | 78.91 ± 0.42 | 75.52 ± 0.58 | 78.32 ± 0.38 |
Reasoning | 69.83 ± 0.52 | 71.33 ± 0.45 | 72.23 ± 0.44 | 64.04 ± 0.62 | 66.05 ± 0.55 | 68.13 ± 0.52 | 71.33 ± 0.47 | 65.41 ± 0.62 | 71.05 ± 0.46 | |
Emotional stability | 76.64 ± 0.43 | 78.48 ± 0.38 | 80.35 ± 0.26 | 72.22 ± 0.53 | 74.34 ± 0.51 | 76.26 ± 0.45 | 80.07 ± 0.31 | 73.02 ± 0.56 | 79.43 ± 0.27 | |
Dominance | 69.41 ± 0.55 | 69.67 ± 0.47 | 71.16 ± 0.43 | 62.33 ± 0.65 | 63.23 ± 0.62 | 66.04 ± 0.55 | 70.43 ± 0.45 | 66.82 ± 0.64 | 69.52 ± 0.45 | |
Liveliness | 78.22 ± 0.32 | 79.24 ± 0.33 | 80.43 ± 0.25 | 71.96 ± 0.42 | 72.22 ± 0.38 | 74.23 ± 0.37 | 78.42 ± 0.26 | 74.04 ± 0.48 | 78.21 ± 0.23 | |
Rule consciousness | 70.43 ± 0.43 | 71.13 ± 0.35 | 72.05 ± 0.32 | 65.34 ± 0.57 | 67.17 ± 0.48 | 68.04 ± 0.45 | 70.11 ± 0.35 | 67.24 ± 0.56 | 68.97 ± 0.29 | |
Social boldness | 79.22 ± 0.25 | 80.28 ± 0.25 | 82.25 ± 0.21 | 72.42 ± 0.42 | 73.04 ± 0.36 | 75.13 ± 0.34 | 80.06 ± 0.28 | 76.23 ± 0.45 | 78.54 ± 0.23 | |
Sensitivity | 81.12 ± 0.27 | 82.25 ± 0.25 | 84.04 ± 0.22 | 76.23 ± 0.35 | 78.66 ± 0.32 | 80.82 ± 0.26 | 81.12 ± 0.26 | 76.02 ± 0.37 | 80.23 ± 0.25 | |
Vigilance | 76.54 ± 0.35 | 76.53 ± 0.32 | 78.17 ± 0.25 | 71.17 ± 0.45 | 72.44 ± 0.43 | 73.51 ± 0.42 | 76.24 ± 0.31 | 71.34 ± 0.53 | 74.85 ± 0.27 | |
Abstractedness | 64.25 ± 0.48 | 65.05 ± 0.45 | 65.96 ± 0.42 | 57.05 ± 0.68 | 59.43 ± 0.65 | 61.02 ± 0.58 | 62.23 ± 0.45 | 58.33 ± 0.69 | 60.23 ± 0.45 | |
Privateness | 63.04 ± 0.52 | 64.23 ± 0.48 | 66.34 ± 0.44 | 57.26 ± 0.72 | 59.77 ± 0.68 | 60.33 ± 0.65 | 63.05 ± 0.48 | 58.22 ± 0.67 | 60.32 ± 0.52 | |
Apprehension | 66.22 ± 0.43 | 66.26 ± 0.38 | 68.92 ± 0.36 | 60.15 ± 0.65 | 61.23 ± 0.58 | 63.23 ± 0.55 | 65.33 ± 0.42 | 61.21 ± 0.65 | 63.11 ± 0.36 | |
Openness to change | 59.04 ± 0.63 | 59.85 ± 0.59 | 60.11 ± 0.55 | 50.54 ± 0.85 | 51.97 ± 0.82 | 53.24 ± 0.75 | 58.54 ± 0.62 | 54.05 ± 0.82 | 54.13 ± 0.55 | |
Self-reliance | 58.05 ± 0.65 | 58.23 ± 0.62 | 58.54 ± 0.58 | 50.62 ± 0.85 | 51.24 ± 0.81 | 52.01 ± 0.75 | 56.05 ± 0.65 | 53.13 ± 0.83 | 54.52 ± 0.58 | |
Perfectionism | 58.02 ± 0.68 | 58.42 ± 0.65 | 58.53 ± 0.62 | 49.23 ± 0.91 | 50.33 ± 0.85 | 52.83 ± 0.83 | 56.43 ± 0.65 | 53.07 ± 0.91 | 54.25 ± 0.58 | |
Tension | 72.22 ± 0.42 | 73.04 ± 0.38 | 75.43 ± 0.35 | 66.06 ± 0.66 | 67.55 ± 0.61 | 71.04 ± 0.52 | 73.72 ± 0.41 | 70.24 ± 0.61 | 72.13 ± 0.37 | |
Avg. processing time (s) | 32 | 33 | 33 | 46 | 49 | 45 | 37 | 37 | 58 |