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

Table 5.

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

Model Accuracy and F1-Macro of Different Dimensions
200 300 500 800
Acc F1 Acc F1 Acc F1 Acc F1
FW 0.94 0.9383 0.9353 0.934 0.93 0.9267 0.9253 0.9221
P2 0.9127 0.9119 0.9227 0.9214 0.9147 0.9139 0.9153 0.9145
PW 0.96 0.9598 0.9527 0.9524 0.9607 0.9605 0.96 0.96
FP2 0.934 0.9383 0.934 0.9326 0.9307 0.9284 0.926 0.9228
FPW 0.9493 0.9489 0.96 0.9598 0.95 0.9496 0.9513 0.951
FPC 0.96 0.9482 0.9527 0.9605 0.9607 0.9516 0.96 0.9494
Accuracy and F1-Macro of Baselines
Model Acc F1
TF–IDF 0.5047 0.581
LDA 0.9586 0.9584
Word2Vec 0.9467 0.9457