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Table 8 The weighted mean of SVM, OLR, ENOR, and RF classification performance on the self-collected dataset

From: Machine learning approach for the detection of vitamin D level: a comparative study

 

F1 score

Precision

Accuracy

\(k\)a

Trainb

Recall

Specificity

SVM

0.79

0.80

0.80

0.65

0.98

0.80

0.88

OLR

0.72

0.72

0.72

0.52

0.99

0.71

0.86

ENOR

0.92

0.93

0.92

0.87

0.98

0.92

0.92

RF

0.95

0.95

0.94

0.90

0.98

0.94

0.96

  1. ak term shows Cohen’ Kappa value of the models, bTrain shows the training accuracy