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. 2020 Apr 9;20(7):2131. doi: 10.3390/s20072131

Table 5.

Mean evaluation time of synthetic imbalanced datasets.

Dataset Agarwal
Artificial ERDDM RDDM EDDM STEPD
Ab-50k | Gr-50k 1.82 | 1.56 1.83 | 1.62 1.50 | 1.57 1.50 | 1.36
Ab-100k | Gr-100k 3.08 | 2.71 3.34 | 3.12 3.06 | 3.14 3.01 | 2.88
Ab-150k | Gr-150k 4.54 | 4.72 5.08 | 4.87 4.54 | 4.84 4.72 | 4.25
Dataset Mixed
Artificial ERDDM RDDM EDDM STEPD
Ab-50k | Gr-50k 1.53 | 1.63 1.80 | 1.68 1.53 | 1.56 1.57 | 1.39
Ab-100k | Gr-100k 3.02 | 3.00 3.42 | 3.23 3.46 | 3.58 3.87 | 3.26
Ab-150k | Gr-150k 4.26 | 4.85 5.24 | 5.05 4.96 | 4.77 5.45 | 4.99
Dataset RandomTree
Artificial ERDDM RDDM EDDM STEPD
Ab-50k | Gr-50k 1.50 | 1.52 1.79 | 1.69 1.59 | 1.63 1.65 | 1.37
Ab-100k | Gr-100k 3.00 | 3.15 3.51 | 3.51 3.78 | 3.75 4.51 | 4.01
Ab-150k | Gr-150k 4.38 | 4.49 5.18 | 5.07 5.56 | 5.21 5.88 | 5.33