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Table 4 Classification performances with selected biomarkers by BMI and original literature

From: A filter-based feature selection approach for identifying potential biomarkers for lung cancer

 

Biomarkers by BMI

Biomarkers from original literature

Classifier

Specificity

Sensitivity

Accuracy

Specificity

Sensitivity

Accuracy

Naïve Bayes

0.7938++

0.7006++

0.7489++

0.7117

0.6644

0.6872

SVM

0.8134++

0.7056++

0.7615++

0.6622

0.6593

0.6607

Neural Network

0.7242++

0.6422

0.6848

0.6956

0.7459++

0.7217++

k-Nearest Neighbor

0.8325++

0.6144

0.7275++

0.6378

0.6964++

0.6682

Random Forest

0.7139++

0.7328++

0.7230++

0.6872

0.6680

0.6773

  1. ++ and + denotes superior performance as determined at of 1% and 5% significance levels respectively.