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Table 8 Prediction results considering different correlation utilizing the dataset of user U2

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

Classifier t = 90% t = 70% t = 10%
Precision Recall \(F_1\) Score Precision Recall \(F_1\) Score Precision Recall \(F_1\) Score
RF 0.88 0.87 0.87 0.88 0.87 0.87 0.62 0.61 0.61
DT 0.88 0.87 0.87 0.88 0.87 0.87 0.62 0.60 0.61
KNN 0.85 0.85 0.85 0.85 0.85 0.85 0.63 0.62 0.62
NB 0.66 0.71 0.68 0.65 0.71 0.68 0.58 0.63 0.61
SVM 0.73 0.74 0.73 0.72 0.72 0.72 0.67 0.66 0.66
ANN 0.80 0.79 0.79 0.80 0.79 0.79 0.24 0.24 0.22