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. 2024 Nov 12;11:1463160. doi: 10.3389/fvets.2024.1463160

Table 2.

Supervised machine learning classification algorithm for support profile.

Protein subsets Total proteins DEPS Important proteins
Number of features 9,532 features 338 features 52 features
Classification algorithm Accuracy Accuracy Accuracy
Support vector machine 84.38% 100.00%* 100.00%*
K-nearest neighbors 84.38% 100.00%* 100.00%*
Random forest 84.38% 84.38% 87.50%*
Logistic regression 84.38% 100.00%* 100.00%*
Multinomial naïve Bayes 84.38% 96.88% 100.00%*

*Highest accuracy score.