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 | |
No. of training samples/no. of test samples | 12/24 | 18/18 | 24/12 | 12/18 | 18/12 | 24/6 | 36/30 | 30/36 | 44/22 | |
Prediction accuracy (%) | Warmth | 77.32 ± 0.51 | 79.44 ± 0.43 | 81.34 ± 0.34 | 70.21 ± 0.81 | 74.36 ± 0.78 | 77.27 ± 0.68 | 81 ± 0.42 | 75.35 ± 0.85 | 80.21 ± 0.41 |
Reasoning | 71.23 ± 0.42 | 72.25 ± 0.51 | 73.15 ± 0.52 | 63.52 ± 0.73 | 66.45 ± 0.68 | 67.26 ± 0.65 | 71.96 ± 0.46 | 65.45 ± 0.94 | 70.34 ± 0.48 | |
Emotional stability | 79.33 ± 0.33 | 80.36 ± 0.32 | 82.54 ± 0.34 | 71.33 ± 0.74 | 76.44 ± 0.67 | 79.35 ± 0.56 | 82.25 ± 0.38 | 66.44 ± 0.78 | 80.13 ± 0.42 | |
Dominance | 71.04 ± 0.21 | 71.14 ± 0.44 | 72.13 ± 0.45 | 63.35 ± 0.72 | 66.43 ± 0.65 | 67.25 ± 0.55 | 71.65 ± 0.55 | 65.35 ± 1.02 | 70.32 ± 0.48 | |
Liveliness | 79.32 ± 0.41 | 80.23 ± 0.35 | 81.12 ± 0.38 | 72.43 ± 0.72 | 76.31 ± 0.65 | 78 ± 0.58 | 80.44 ± 0.45 | 74.92 ± 0.91 | 79.04 ± 0.42 | |
Rule consciousness | 70.04 ± 0.33 | 73.34 ± 0.43 | 75.44 ± 0.32 | 68.55 ± 0.74 | 70.23 ± 0.62 | 72.14 ± 0.53 | 74.46 ± 0.35 | 68.34 ± 0.72 | 72.53 ± 0.36 | |
Social boldness | 80.95 ± 0.34 | 81.13 ± 0.35 | 84.45 ± 0.21 | 76.44 ± 0.65 | 78.14 ± 0.56 | 80.25 ± 0.48 | 83.36 ± 0.31 | 77.23 ± 0.63 | 82.03 ± 0.28 | |
Sensitivity | 82.23 ± 0.32 | 83.35 ± 0.42 | 85.04 ± 0.26 | 74.34 ± 0.67 | 78.32 ± 0.58 | 81.35 ± 0.49 | 84.24 ± 0.25 | 77.54 ± 0.52 | 82.34 ± 0.32 | |
Vigilance | 78.95 ± 0.33 | 79.47 ± 0.35 | 80.13 ± 0.32 | 71.23 ± 0.71 | 74.51 ± 0.62 | 76.85 ± 0.57 | 79.25 ± 0.46 | 73.65 ± 0.85 | 78.45 ± 0.37 | |
Abstractedness | 65.84 ± 0.44 | 66.48 ± 0.45 | 67.55 ± 0.45 | 60.05 ± 0.65 | 60.23 ± 0.56 | 62.56 ± 0.65 | 65.05 ± 0.55 | 60.33 ± 0.92 | 63.44 ± 0.51 | |
Privateness | 66.05 ± 0.34 | 67.24 ± 0.52 | 68.54 ± 0.43 | 59.14 ± 0.83 | 59.35 ± 0.72 | 60.33 ± 0.65 | 64.35 ± 0.54 | 59.23 ± 0.85 | 62.53 ± 0.53 | |
Apprehension | 67.44 ± 0.45 | 68.26 ± 0.45 | 70.23 ± 0.37 | 61.33 ± 0.71 | 63.44 ± 0.62 | 66.53 ± 0.54 | 69.14 ± 0.43 | 63.44 ± 0.65 | 67.95 ± 0.35 | |
Openness to change | 61.23 ± 0.54 | 62.58 ± 0.56 | 64.34 ± 0.37 | 55.37 ± 0.52 | 58.25 ± 0.46 | 60.22 ± 0.36 | 63.24 ± 0.42 | 56.22 ± 0.85 | 61.42 ± 0.37 | |
Self-reliance | 60.65 ± 0.62 | 61.17 ± 0.43 | 62.13 ± 0.34 | 56.66 ± 0.53 | 58.23 ± 0.44 | 58.41 ± 0.34 | 61.14 ± 0.38 | 56.51 ± 0.75 | 58.23 ± 0.42 | |
Perfectionism | 60.43 ± 0.43 | 61.24 ± 0.55 | 62.02 ± 0.32 | 56.35 ± 0.48 | 58.12 ± 0.36 | 59.53 ± 0.35 | 61.43 ± 0.52 | 56.63 ± 0.93 | 60.24 ± 0.35 | |
Tension | 74.44 ± 0.52 | 75.54 ± 0.46 | 76.54 ± 0.41 | 65.25 ± 0.61 | 68.35 ± 0.62 | 70.24 ± 0.54 | 75.55 ± 0.65 | 70.34 ± 1.12 | 69.11 ± 0.44 | |
Avg. processing time (s) | 30 | 31 | 30 | 42 | 44 | 40 | 30 | 32 | 50 |