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. 2021 Apr 19;21(8):2873. doi: 10.3390/s21082873

Table 6.

Statistical Evaluation of the machine learning models. Numbers 1 and 2 correspond to original-dataset and modified-dataset respectively.

Model A Model B mean (A) mean (B) diff se p-Tukey 1
GB 1 GB 2 0.852 0.731 0.121 0.008 0.001
GB 1 MLP 1 0.852 0.825 0.027 0.008 0.011
GB 1 MLP 2 0.852 0.752 0.100 0.008 0.001
GB 1 RF 1 0.852 0.853 −0.001 0.008 0.9
GB 1 RF 2 0.852 0.768 0.084 0.008 0.001
GB 2 MLP 1 0.731 0.825 −0.094 0.008 0.001
GB 2 MLP 2 0.731 0.752 −0.021 0.008 0.088
GB 2 RF 1 0.731 0.853 −0.122 0.008 0.001
GB 2 RF 2 0.731 0.768 −0.037 0.008 0.001
MLP 1 MLP 2 0.825 0.752 0.073 0.008 0.001
MLP 1 RF 1 0.825 0.853 −0.028 0.008 0.01
MLP 1 RF 2 0.825 0.768 0.057 0.008 0.001
MLP 2 RF 1 0.752 0.853 −0.101 0.008 0.001
MLP 2 RF 2 0.752 0.768 −0.016 0.008 0.313
RF 1 RF 2 0.853 0.768 0.085 0.008 0.001

1p values in bold represent statistical significance, where p < 0.05.