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Table 16 The optimal ten combinations of statistics obtained by the genetic algorithm and their prediction performances for disease prediction

From: An evaluation of time series summary statistics as features for clinical prediction tasks

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