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. 2022 Jun 30;22(13):4960. doi: 10.3390/s22134960

Table A3.

Measured computation times for classifier models for 2, 5, and 15 classes and dictionary size (ds) = 125 and 500 elements.

Model 2 cl / ds = 125 5 cl / ds = 125 15 cl / ds = 125 2 cl / ds = 500 5 cl / ds = 500 15 cl / ds = 500
KNeighbors 3 s 3 s 3 s 7 s 7 s 8 s
DecisionTree 25 s 27 s 33 s 55 s 59 s 1 min 22 s
RandomForest 27 s 32 s 37 s 34 s 37 s 43 s
SVC 8 min 15 s 12 min 43 s 12 min 29 s 33 min 43 s 55 min 22 s 1 h 1 min 9 s
XGBoost 10 s 38 s 1 min 27 s 23 s 1 min 26 s 3 min 33 s
LGBM 5 s 20 s 47 s 21 s 1 min 26 s 3 min 49 s
MLP 1 min6 s 1 min 11 s 1 min 37 s 2 min 48 s 2 min 35 s 3 min 54 s
AdaBoost 59 s 1 min 0 s 1 min 4 s 2 min 22 s 2 min 24 s 2 min 27 s
GaussianNB 1 s 2 s 3 s 6 s 8 s 12 s