Skip to main content

Advertisement

Table 4 16PF traits’ prediction accuracy and average processing times for inter-subject tests

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