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. 2023 Mar 1;2023:4563145. doi: 10.1155/2023/4563145

Table 13.

Standard deviation of results for the MIWS dataset.

Algorithm Features MIWS
Precision Recall F1 score
MNB TF-IDF 0.005774 0.011547 0.005774
TF-IDF + bigrams 0.009574 0.005 0.008165
TF-IDF + trigrams 0.01 0.01291 0.009574
Word2vec 0.015 0.02 0.014142

SVM TF-IDF 0.009574 0.01 0.005
TF-IDF + bigrams 0.070711 0.025 0.017321
TF-IDF + trigrams 0 0.01291 0.021602
Word2vec 0.005 0.01 0.005

Random forest TF-IDF 0.01 0.01 0.005
TF-IDF + bigrams 0.005 0.005 0.005
TF-IDF + trigrams 0.02 0.015 0.04
Word2vec 0.005 0.005 0.005

XGBoost TF-IDF 0 0.005 0.01
TF-IDF + bigrams 0.009574 0.005 0.01893
TF-IDF + trigrams 0.005 0.01 0.005
Word2vec 0.008165 0.009574 0.008165