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Table 2 Prediction results considering different variance utilizing the dataset of user U1

From: Context pre-modeling: an empirical analysis for classification based user-centric context-aware predictive modeling

Classifier

v = 90%

v = 70%

v = 50%

Precision

Recall

\(F_1\) Score

Precision

Recall

\(F_1\) Score

Precision

Recall

\(F_1\) Score

RF

0.91

0.91

0.90

0.90

0.90

0.90

0.86

0.86

0.86

DT

0.90

0.90

0.90

0.90

0.90

0.90

0.86

0.86

0.86

KNN

0.84

0.83

0.83

0.82

0.81

0.81

0.79

0.78

0.78

NB

0.67

0.72

0.69

0.66

0.71

0.68

0.60

0.65

0.63

SVM

0.74

0.75

0.74

0.73

0.74

0.73

0.70

0.70

0.70

ANN

0.81

0.80

0.80

0.79

0.77

0.78

0.39

0.38

0.36