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. 2019 Aug 28;19(17):3728. doi: 10.3390/s19173728

Table 2.

Results of Amazon_6 in two classes for 4000 texts by support vector machine (SVM).

Model Accuracy and F1 of Different Dimensions
200 300 500 800
Acc F1 Acc F1 Acc F1 Acc F1
FW 0.89 0.8888 0.9038 0.9030 0.9218 0.9196 0.914 0.9168
P2 0.6845 0.6831 0.6853 0.6839 0.6853 0.6838 0.6853 0.6837
PW 0.959 0.9589 0.96 0.96 0.9595 0.9594 0.9605 0.9604
FP2 0.91 0.9003 0.9105 0.9099 0.9285 0.9282 0.9218 0.9218
FPW 0.971 0.971 0.972 0.9719 0.9743 0.9737 0.972 0.9737
FPC 0.967 0.968 0.9685 0.9687 0.9705 0.9717 0.9715 0.9732
Accuracy and F1 of Baselines
Model Acc F1
TF–IDF 0.955 0.9607
LDA 0.9488 0.9487
Word2Vec 0.9587 0.967