Skip to main content
. 2019 Aug 28;19(17):3728. doi: 10.3390/s19173728

Table 1.

Results of Amazon_6 in two classes for 4000 texts by k-nearest neighbor (KNN).

Model Accuracy and F1 of Different Dimensions
200 300 500 800
Acc F1 Acc F1 Acc F1 Acc F1
FW 0.924 0.9239 0.923 0.9229 0.9125 0.9124 0.9003 0.9001
P2 0.9078 0.9075 0.9075 0.9073 0.9078 0.9075 0.9083 0.908
PW 0.9555 0.9554 0.9543 0.9542 0.9548 0.9547 0.955 0.9549
FP2 0.9335 0.9334 0.9273 0.9272 0.9208 0.9207 0.907 0.9069
FPW 0.9593 0.9592 0.9555 0.9549 0.9585 0.9584 0.958 0.9579
FPC 0.9565 0.9564 0.957 0.957 0.9557 0.9557 0.9575 0.9574
Accuracy and F1 of Baselines
Model Acc F1
TF–IDF 0.7798 0.7683
LDA 0.954 0.9539
Word2Vec 0.9538 0.9537