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

Table 4.

Average prediction error in synthetic balanced datasets.

Dataset Agarwal LED
Artificial ERDDM RDDM EDDM STEPD ERDDM RDDM EDDM STEPD
Abr-50k 0.3863 0.4552 1.39 0.4996 0.386 0.455 1.40 0.499
Abr-100k 0.3915 0.455 1.38 0.501 0.391 0.4554 1.38 0.506
Abr-500k 0.3909 0.456 1.378 0.4997 0.3909 0.456 1.37 0.49
Abr-1M 0.3901 0.456 1.381 0.499 0.3901 0.456 1.38 0.499
Abr-2M 0.391 0.455 1.386 0.4998 0.391 0.455 1.38 0.49
Abr-3M 0.391 0.456 1.385 0.50 0.391 0.456 1.38 0.51
Gr-50k 0.0089 0.0095 0.069 0.985 0.0089 0.0095 0.069 0.985
Gr-100k 0.0044 0.0047 0.034 0.992 0.0045 0.0047 0.034 0.992
Gr-500k 0.000089 0.000095 0.0069 0.9985 0.000089 0.000095 0.0069 0.9985
Gr-1M 0.000088 0.0000475 0.00345 0.9991 0.000088 0.0000475 0.0035 0.9991
Gr-2M 0.0000224 0.0000237 0.00172 0.9996 0.0000224 0.0000237 0.0017 0.9996
Gr-3M 0.0000149 0.0000158 0.00115 0.9999 0.0000149 0.0000158 0.0012 0.9999
Dataset RandomTree Mixed
Artificial ERDDM RDDM EDDM STEPD ERDDM RDDM EDDM STEPD
Abr-50k 0.386 0.455 1.39 0.4996 0.386 0.455 1.39 0.4996
Abr-100k 0.391 0.455 1.38 0.501 0.391 0.4554 1.38 0.501
Abr-500k 0.3909 0.456 1.378 0.4997 0.3909 0.456 1.378 0.499
Abr-1M 0.3901 0.456 1.381 0.499 0.3901 0.456 1.383 0.499
Abr-2M 0.391 0.455 1.386 0.4998 0.391 0.455 1.387 0.49
Abr-3M 0.391 0.456 1.385 0.50 0.391 0.456 1.389 0.51
Gr-50k 0.0089 0.0095 0.069 0.985 0.0089 0.0095 0.069 0.985
Gr-100k 0.0044 0.0047 0.034 0.992 0.0045 0.0047 0.034 0.992
Gr-500k 0.000089 0.000095 0.0069 0.9985 0.000089 0.000095 0.0069 0.9985
Gr-1M 0.000088 0.0000475 0.00345 0.9991 0.000088 0.0000475 0.0035 0.9991
Gr-2M 0.0000224 0.0000237 0.00172 0.9996 0.0000224 0.0000237 0.0017 0.9996
Gr-3M 0.0000149 0.0000158 0.00115 0.9999 0.0000149 0.0000158 0.0012 0.9999