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. 2020 Mar 5;20:48. doi: 10.1186/s12911-020-1063-x

Table 10.

The optimal ten combinations of statistics obtained by the genetic algorithm and their prediction performance for 1-year mortality prediction

Combination AUROC AUPRC
max, mean, std, Q1, kurt 0.7876 ±0.0014 0.7408 ±0.0026
min, max, mean, std 0.7872 ±0.0020 0.7391 ±0.0030
range, mean, std, mode 0.7852 ±0.0020 0.7290 ±0.0021
std, CV, Q1, Q3, skew, kurt 0.7846 ±0.0031 0.7299 ±0.0047
min, max, range, Q1, skew, kurt 0.7846 ±0.0024 0.7347 ±0.0024
range, CV, Q1, Q3, mode, skew, kurt 0.7834 ±0.0012 0.7293 ±0.0031
mean, std, Q1, Q3, skew, first 0.7831 ±0.0010 0.7276 ±0.0013
range, median, Q3, mode, first 0.7823 ±0.0015 0.7263 ±0.0023
range, mean, CV, Q3, skew 0.7821 ±0.0012 0.7275 ±0.0019
max, range, mean, std, CV, median 0.7819 ±0.0013 0.7258 ±0.0016