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Table 6 Rank of different models based on their accuracy, Cohen’s Kappa, and\(F_1\)score with rank value for training and test data

From: Assessing risk factors for malnutrition among women in Bangladesh and forecasting malnutrition using machine learning approaches

Model

Accuracy

Kappa

\(F_1\)

Rank total

Training

Test

Training

Test

Training

Test

(Rank)

NB

0.593 (5)

0.590 (5)

0.166 (3)

0.162 (2)

0.653 (6)

0.648 (6)

27 (6)

CART

0.605 (1)

0.591 (4)

0.174 (1)

0.147 (5)

0.691 (4)

0.679 (3)

18 (2)

C5.0

0.598 (4)

0.591 (4)

0.153 (5)

0.143 (6)

0.693 (2)

0.686 (2)

23 (4)

LR

0.578 (6)

0.594 (3)

0.079 (6)

0.153 (4)

0.714 (1)

0.675 (5)

25 (5)

RF

0.600 (3)

0.602 (1)

0.159 (4)

0.167 (1)

0.692 (3)

0.692 (1)

13 (1)

GBM

0.601 (2)

0.596 (2)

0.169 (2)

0.161 (3)

0.681 (5)

0.676 (4)

18 (2)