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Table 5 Classification results: comparison GA-Bayesian network vs. PLS-DA.

From: A genetic algorithm-Bayesian network approach for the analysis of metabolomics and spectroscopic data: application to the rapid identification of Bacillus spores and classification of Bacillus species

 

True positive rate

# of variables selected

Class type

GA

PLS-DA

GA

PLS-DA

Overlap

physiological state

99.5%

97.2%

17

15

73.2%

species both

84.3%

73.6%

22

47

12.7%

species veg. only

91.7%

78.7%

25

66

1.0%

species spo. only

98.1%

75.9%

39

11

45.4%

  1. Overlap represents the percentage of variables selected by PLS-DA that have also been selected by GA-BN.