Skip to main content
. 2021 Feb 25;16(2):e0245909. doi: 10.1371/journal.pone.0245909

Table 22. Models performance for SS2 using TF-IDF and BoW concatenation.

Model Accuracy Class Precision Recall F1 score
RF 0.92 0 0.87 0.99 0.93
1 0.95 0.85 0.89
2 0.96 0.87 0.92
macro avg 0.92 0.91 0.92
weighted avg 0.92 0.92 0.92
XGboost 0.92 0 0.88 0.95 0.91
1 0.95 0.88 0.91
2 0.95 0.90 0.92
macro avg 0.93 0.92 0.92
weighted avg 0.92 0.92 0.92
SVC 0.89 0 0.85 0.94 0.88
1 0.91 0.84 0.86
2 0.92 0.85 0.88
macro avg 0.89 0.88 0.89
weighted avg 0.89 0.89 0.89
ETC 0.93 0 0.89 0.93 0.91
1 0.90 0.86 0.88
2 0.91 0.88 0.90
macro avg 0.90 0.89 0.89
weighted avg 0.90 0.90 0.90
DT 0.91 0 0.92 0.97 0.94
1 0.93 0.91 0.92
2 0.93 0.90 0.92
macro avg 0.93 0.93 0.93
weighted avg 0.93 0.93 0.93