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Table 6 Accuracies for the synthetic datasets [%]

From: Supervised DNA Barcodes species classification: analysis, comparisons and results

Dataset

SVM

Jrip

J48

Naïve Bayes

Average

Standard deviation

Ne1000

96.53

96.26

94.07

96.48

95.84

1.19

Ne10000

96.77

95.26

94.88

96.79

95.93

0.99

Ne50000

93.92

89.28

89.63

92.46

91.32

2.24

  1. Results of the Weka supervised learning methods tested on synthetic datasets show that SVM and Naïve Bayes outperform the other techniques in term of percentage of the correct species identification. The differences between SVM and the other algorithms result statistically significant (p-value ≤ 0.001). The best performances are highlighted in bold for each dataset.
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BioData Mining

ISSN: 1756-0381