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. 2024 Aug 20;10(17):e36556. doi: 10.1016/j.heliyon.2024.e36556

Table 7.

Analysis of the computation time (in ms) and log loss (%) for Kaggle and UCI datasets over various feature sets.

Per-formed
classifiers
Kaggle dataset
UCI dataset
Compilation time
Log loss
Compilation time
Log loss
ALL UVS IGS ALL UVS IGS ALL UVS IGS ALL UVS IGS
RF 36.7 32.7 26.3 1.51 1.16 0.87 33.6 29.3 24.9 1.72 1.32 0.94
DT 24 20.9 21.5 1.84 1.30 0.97 30 21.7 22.3 1.97 1.39 1.09
KNN 508 217 224 2.15 3.63 1.26 445 198 202 1.63 1.22 0.88
RDKVT 520 282 277 1.32 0.89 0.58 478 267 221 1.47 0.91 0.67
RDKST 470 243 257 0.73 0.77 0.34 504 232 249 1.25 0.83 0.48