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

Table 6.

Results of FudanNLP in three classes for 1500 texts by SVM.

Model Accuracy and F1-Macro of Different Dimensions
200 300 500 800
Acc F1 Acc F1 Acc F1 Acc F1
FW 0.9393 0.9368 0.9387 0.9358 0.9387 0.9465 0.9473 0.9486
P2 0.602 0.5736 0.5647 0.5188 0.604 0.5774 0.6053 0.578
PW 0.9573 0.9569 0.9587 0.9585 0.9573 0.9568 0.9567 0.9561
FP2 0.938 0.9353 0.9393 0.9359 0.9493 0.9451 0.9513 0.9486
FPW 0.964 0.9635 0.9693 0.9685 0.9653 0.9649 0.9653 0.9649
FPC 0.9673 0.967 0.97 0.9699 0.9687 0.9677 0.968 0.9664
Accuracy and F1-Macro of Baselines
Model Acc F1
TF–IDF 0.962 0.9613
LDA 0.9406 0.9397
Word2Vec 0.9567 0.9564