Table 7 Comparison between our method, BMI, BIA and Tian et al. within the test set.

From: Machine learning-based obesity classification considering 3D body scanner measurements

Classifier

Accuracy

Recall

Precision

F1 score

R2/RMSE

Ours

0.800

0.767

0.842

0.792

 

w/o GA

0.725

0.661

0.780

0.692

 

BIA

0.752

0.742

0.751

0.739

 

BMI

0.529

0.472

0.458

0.462

 

Tian et.al

0.472

0.379

0.448

0.321

0.56/5.74

  1. w/o without, GA genetic algorithm.
  2. Significant values are in bold.
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