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. 2019 May 19;19(10):2307. doi: 10.3390/s19102307

Table 5.

Comparison of different combinations of four classifiers based on handcrafted feature extraction.

Approach Mean Value
(%)
Standard Deviation
(%)
XGBoost 90.87 0.00
ExtraTrees 94.12 0.15
Random Forest 92.77 0.19
Softmax Regression 95.89 0.00
CELearning (Softmax Regression + ExtraTrees) 96.64 0.08
CELearning (Softmax Regression + ExtraTrees + Random Forest) 96.65 0.11
CELearning (proposed) 96.67 0.11