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

Table 10.

Third-level model performance for the UCM case study.

ML Algorithm Accuracy Precision TP Rate FP Rate F-Measure RMSE κ-Statistic Friedman Value (Ranking)
DT 94.99% 0.955 0.993 0.739 0.974 0.208 0.360 3.35866 (1)
KNN 96.90% 0.977 0.990 0.371 0.984 0.168 0.689 3.43132 (3)
LR 90.58% 0.973 0.926 0.414 0.949 0.305 0.376 3.60561 (5)
NB 88.09% 0.987 0.885 0.181 0.933 0.331 0.396 3.76270 (6)
RF 96.92% 0.969 0.999 0.503 0.984 0.160 0.641 3.38406 (1)
SVM 96.17% 0.978 0.982 0.356 0.980 0.196 0.644 3.45825 (4)