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Table 3 GrpClassifierEC: -EC classifier results with a k value of 49 compared to Random forest applied on the EC samples and results for regular classifiers applied on the original data (K is number of clusters)

From: GrpClassifierEC: a novel classification approach based on the ensemble clustering space

Data/performanceData infoEC classifier
GrpClassifierEC
Accuracy differenceEC-RFRegular classifiers
#Point#EC_SamplesRatioSensitivitySpecificityF-measureAccuracyEC random forestRandom forestDTTKNNSensitivitySpecificityAccuracyAccDTAccKNNAccRF
Aves vs embryophyta106872668%0.970.920.970.960.020.010.050.020.840.970.930.910.930.95
Cercopithecidae vs Malvaceae89459366%0.980.970.980.980.080.050.100.070.840.940.900.880.910.93
Embryophyta vs Laurasiatheria95365268%0.960.920.960.950.080.040.100.070.940.720.870.850.880.91
Fabaceae vs Nematoda2642100438%0.850.890.840.870.02-0.010.040.000.920.760.850.830.880.89
Hexapoda vs Aves2840208773%0.850.950.860.920.100.030.110.100.610.910.830.810.820.89
Laurasiatheria vs Brassicaceae120957047%0.930.930.940.930.050.010.050.020.860.900.880.890.910.92
Malvaceae vs Fabaceae140174953%0.690.870.680.820.160.050.150.120.840.220.670.670.700.77
brassicaceae vs Hexapoda258487034%0.840.960.840.930.020.000.030.010.970.740.920.900.930.94
Hominidae vs Cercopithecidae1829105958%0.720.910.730.860.150.090.200.140.250.870.700.660.710.76
Monocotyledons vs HomoSapiens2625146056%0.920.930.920.920.100.030.090.040.840.820.830.830.880.89
Average  56%87%92%87%91%8%3%9%6%79%78%84%82%85%89%