Table 8 The optimal ten combinations of statistics obtained by the genetic algorithm and their prediction performances for in-hospital mortality prediction
From: An evaluation of time series summary statistics as features for clinical prediction tasks
Combination | AUROC | AUPRC |
|---|---|---|
min, max, range, median | 0.8316 ±0.0015 | 0.5308 ±0.0042 |
min, max, mean | 0.8310 ±0.0012 | 0.5297 ±0.0030 |
min, max | 0.8308 ±0.0021 | 0.5289 ±0.0042 |
min, max, CV, Q1, Q3, kurt, first | 0.8285 ±0.0012 | 0.5268 ±0.0046 |
max, range, Q1, IQR, mean | 0.8280 ±0.0012 | 0.5236 ±0.0027 |
range, mean, std, median, Q1, Q3 | 0.8267 ±0.0008 | 0.5225 ±0.0025 |
min, std, Q1, Q3, skew, first | 0.8261 ±0.0014 | 0.5234 ±0.0025 |
range, mean, std, median, Q1, Q3 | 0.8257 ±0.0014 | 0.5216 ±0.0034 |
min, mean, std, IQR, Q1, kurt | 0.8254 ±0.0014 | 0.5198 ±0.0041 |
min, range, std, median, Q3, skew, first | 0.8253 ±0.0017 | 0.5225 ±0.0034 |