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Table 14 Performances of single statistics for disease prediction

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

statistic

AUROC

AUPRC

min

0.6460 ±0.0097

0.4416 ±0.0131

max

0.6494 ±0.0108

0.4431 ±0.0086

range

0.6371 ±0.0097

0.4208 ±0.0134

mean

0.6602 ±0.0080

0.4470 ±0.0124

std

0.6271 ±0.0162

0.4230 ±0.0153

CV

0.6173 ±0.0127

0.4094 ±0.0152

median

0.6506 ±0.0073

0.4454 ±0.0110

Q1

0.6503 ±0.0124

0.4396 ±0.0121

Q3

0.6561 ±0.0070

0.4457 ±0.0070

IQR

0.6174 ±0.0142

0.4211 ±0.0106

mode

0.6369 ±0.0128

0.4364 ±0.0138

skew

0.5893 ±0.0159

0.3945 ±0.0110

kurt

0.5915 ±0.0082

0.3923 ±0.0111

first

0.6486 ±0.0158

0.4393 ±0.0082