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. 2022 Dec 12;13(1):7. doi: 10.1007/s13278-022-00998-2

Table 7.

Sentiment accuracy comparison on polynomial dataset

Algorithm Train–test split percentage 10-FCV
10% 20% 30% 40% 50% 60% 70%
KNN 57.02 59.55 61.46 62.79 63.72 64.09 64.95 66.50
DT 54.08 54.94 54.89 54.72 55.47 55.25 55.73 55.49
SVM 61.73 65.29 67.56 69.09 70.69 71.00 71.97 73.91
NB 54.14 57.27 57.90 58.90 60.69 60.08 60.89 61.69
Voting 58.48 61.19 62.98 64.60 65.93 65.81 66.76 68.30
Bagging (KNN) 56.37 59.06 60.52 62.17 63.32 63.62 64.37 66.54
Bagging (DT) 54.36 54.96 54.56 55.22 55.47 55.25 55.87 55.56
Bagging (SVM) 61.72 65.28 67.56 68.98 70.72 70.96 71.97 73.87
Bagging (NB) 54.17 57.18 58.00 58.97 60.74 60.08 61.03 61.92