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Table 7 The optimal ten combinations of statistics obtained by the genetic algorithm and their prediction performance for 72-hour mortality prediction

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

Combination

AUROC

AUPRC

min, max, mean, median, Q1, IQR, kurt

0.8627 ±0.0023

0.2493 ±0.0114

min, max, CV, Q1, Q3, IQR, kurt

0.8620 ±0.0027

0.2398 ±0.0028

min, max, range, mean, Q1, Q3, IQR, skew

0.8609 ±0.0041

0.2427 ±0.0072

min, max, mean, std, Q3

0.8609 ±0.0022

0.2471 ±0.0031

min, std, median, Q1, Q3, skew

0.8607 ±0.0041

0.2444 ±0.0074

min, max, mean

0.8607 ±0.0021

0.2494 ±0.0031

max, mean, Q1, Q3, IQR, kurt

0.8606 ±0.0056

0.2455 ±0.0102

min, mean, std, median, Q1, Q3

0.8605 ±0.0025

0.2485 ±0.0060

min, max, range, mean, CV, Q1, Q3, kurt

0.8604 ±0.0023

0.2454 ±0.0050

min, max, mean, CV, median, Q1, Q3, IQR, kurt

0.8603 ±0.0033

0.2433 ±0.0102