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. Author manuscript; available in PMC: 2018 Nov 10.
Published in final edited form as: Int Conf Pervasive Comput Technol Healthc. 2018 May;2018:201–207. doi: 10.1145/3240925.3240980

Table 2:

Mean AUC values across cross-validation repetitions in person-dependent prediction models withτp = 180 seconds and τf = 60 seconds (i.e., predicting aggression onset for the next minute, using accumulated data from the past three minutes).

Features P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 P14 P15 P16 P17 P18 P19 P20 Mean SD
Temporal 0.67 0.57 0.58 0.52 0.83 0.58 0.62 0.58 0.83 0.83 0.82 0.61 0.64 0.59 0.92 0.83 0.65 0.99 0.53 0.61 0.69 0.14
Physical 0.66 0.84 0.80 0.49 0.88 0.73 0.65 0.79 0.79 0.98 0.51 0.85 0.79 0.64 0.81 0.73 0.72 0.99 0.60 0.75 0.75 0.13
Physiological 0.64 0.85 0.79 0.68 0.99 0.68 0.66 0.70 0.88 0.97 0.78 0.82 0.79 0.70 0.97 0.70 0.75 0.99 0.69 0.74 0.79 0.12
Physical and Physiological 0.71 0.86 0.81 0.67 0.98 0.75 0.68 0.76 0.88 0.99 0.83 0.87 0.85 0.71 0.99 0.72 0.78 0.99 0.70 0.78 0.82 0.11
All Features Combined 0.74 0.87 0.81 0.69 0.98 0.77 0.69 0.77 0.92 0.99 0.86 0.85 0.91 0.73 0.99 0.89 0.80 0.99 0.71 0.78 0.84 0.10