Table 16.

The optimal ten combinations of statistics obtained by the genetic algorithm and their prediction performances for disease prediction

Combination	AUROC	AUPRC
max, mean, Q3, IQR, first	0.6610 ±0.0088	0.4455 ±0.0127
max, mean, std, Q1, IQR, mode, first	0.6585 ±0.0119	0.4483 ±0.0104
min, range, std, median, Q3, mode, skew, first	0.6581 ±0.0132	0.4462 ±0.0123
range, mean, std, mode	0.6569 ±0.0096	0.4450 ±0.0131
max, std, CV, Q3, IQR, kurt, first	0.6568 ±0.0100	0.4430 ±0.0106
max, range, mean, std, CV, median	0.6565 ±0.0115	0.4442 ±0.0080
range, mean, std, CV, Q1, IQR, skew, first	0.6563 ±0.0068	0.4435 ±0.0100
min, max, mean, std, CV, Q1, IQR, kurt	0.6553 ±0.0141	0.4429 ±0.0105
range, mean, std, median, Q1, Q3	0.6546 ±0.0116	0.4556 ±0.0113
min, mean, std, median, mode	0.6540 ±0.0137	0.4546 ±0.0106