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. 2021 Apr 20;23(4):485. doi: 10.3390/e23040485

Table A1.

Friedman test results and post-hoc analysis for the global model.

Friedman Test (Significance Level of 0.05)
Statistic p-value Result
360.428080 0.00000 H0 is rejected
Friedman Value Algorithm Ranking
3.44875 SVM 1
3.45125 RF 2
3.48317 LR 3
3.49475 DT 4
3.51025 NB 5
3.61317 KNN 6
Post-Hoc Analysis (Significance Level of 0.05)
Comparison Statistic p-value Result
KNN vs. SVM 4.16872 0.00046 H0 is rejected
KNN vs. RF 4.10534 0.00057 H0 is rejected
KNN vs. LR 3.29610 0.01274 H0 is rejected
KNN vs. DT 3.00241 0.03214 H0 is rejected
KNN vs. NB 2.60941 0.09977 H0 is accepted
NB vs. SVM 1.55931 1.00000 H0 is accepted
NB vs. RF 1.49592 1.00000 H0 is accepted
DT vs. SVM 1.16631 1.00000 H0 is accepted
RF vs. DT 1.10293 1.00000 H0 is accepted
LR vs. SVM 0.87262 1.00000 H0 is accepted
RF vs. LR 0.80924 1.00000 H0 is accepted
NB vs. LR 0.68669 1.00000 H0 is accepted
NB vs. DT 0.39300 1.00000 H0 is accepted
LR vs. DT 0.29369 1.00000 H0 is accepted
RF vs. SVM 0.06339 1.00000 H0 is accepted