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

Table 3.

Prediction error percentage in synthetic imbalanced datasets.

Dataset Agarwal
Artificial ERDDM RDDM EDDM STEPD
Ab-50k | Gr-50k 0.386 | 0.0089 0.455 | 0.0095 1.396 | 0.0691 0.4996 | 0.985
Ab-100k | Gr-100k 0.391 | 0.0044 0.456 | 0.0047 1.381 | 0.0345 0.5006 | 0.992
Ab-150k | Gr-150k 0.398 | 0.0029 0.457 | 0.0031 1.371 | 0.0230 0.4998 | 0.995
Dataset Mixed
Artificial ERDDM RDDM EDDM STEPD
Ab-50k | Gr-50k 0.386 | 0.0089 0.455 | 0.0095 1.396 | 0.0691 0.4996 | 0.985
Ab-100k | Gr-100k 0.391 | 0.0044 0.456 | 0.0047 1.381 | 0.0345 0.5006 | 0.992
Ab-150k | Gr-150k 0.398 | 0.0029 0.457 | 0.0031 1.371 | 0.0230 0.4998 | 0.995
Dataset RandomTree
Artificial ERDDM RDDM EDDM STEPD
Ab-50k | Gr-50k 0.386 | 0.0089 0.455 | 0.0095 1.396 | 0.0691 0.4996 | 0.985
Ab-100k | Gr-100k 0.391 | 0.0044 0.456 | 0.0047 1.381 | 0.0345 0.5006 | 0.992
Ab-150k | Gr-150k 0.398 | 0.0029 0.457 | 0.0031 1.371 | 0.0230 0.4998 | 0.995