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

Table 3.

Results of Amazon_6 in four classes for 5705 texts by KNN.

Model Accuracy and F1-Macro of Different Dimensions
200 300 500 800
Acc F1 Acc F1 Acc F1 Acc F1
FW 0.9063 0.8818 0.8964 0.8721 0.9051 0.8817 0.9018 0.8786
P2 0.8676 0.8504 0.8678 0.8509 0.8676 0.8509 0.8826 0.851
PW 0.9438 0.9325 0.9442 0.9336 0.9437 0.9327 0.9449 0.9345
FP2 0.9167 0.8976 0.9078 0.8823 0.9167 0.8972 0.9125 0.8918
FPW 0.9427 0.931 0.9427 0.9312 0.9435 0.9319 0.9433 0.9326
FPC 0.9407 0.9283 0.9411 0.0295 0.9395 0.9276 0.9417 0.9304
Accuracy and F1-Macro of Baselines
Model Acc F1
TF–IDF 0.8292 0.8064
LDA 0.9253 0.9103
Word2Vec 0.9404 0.9243