Table 19 Quantitative analysis results of each statistic for disease prediction
From: An evaluation of time series summary statistics as features for clinical prediction tasks
Statistic | Frequency | Mean_AUROC | Mean_AUPRC |
|---|---|---|---|
min | 6 | 0.6541 | 0.4447 |
max | 14 | 0.6544 | 0.4443 |
range | 13 | 0.6542 | 0.4464 |
mean | 13 | 0.6550 | 0.4464 |
std | 16 | 0.6547 | 0.4454 |
CV | 9 | 0.6541 | 0.4434 |
median | 11 | 0.6538 | 0.4476 |
Q1 | 13 | 0.6539 | 0.4459 |
Q3 | 11 | 0.6543 | 0.4467 |
IQR | 10 | 0.6550 | 0.4436 |
mode | 9 | 0.6539 | 0.4450 |
skew | 8 | 0.6534 | 0.4435 |
kurt | 8 | 0.6532 | 0.4441 |
first | 11 | 0.6541 | 0.4451 |