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Table 3 Prediction results using various machine learning classification models utilizing dataset DS05

From: Effectiveness analysis of machine learning classification models for predicting personalized context-aware smartphone usage

Dataset Classifier Context-aware prediction results
CCI (%) ICI (%) MAE RMSE ROC
DS05 ZeroR 58.36 41.63 0.28 0.37 0.49
NB 77.39 22.60 0.16 0.27 0.90
AdaBoost 58.36 41.63 0.26 0.36 0.61
LR 79.77 20.22 0.11 0.25 0.93
DT 82.28 17.71 0.10 0.23 0.94
RF 84.66 15.33 0.10 0.23 0.95
RIPPER 72.89 27.10 0.20 0.32 0.73
SVM 80.54 19.45 0.27 0.34 0.84
KNN 79.43 20.56 0.14 0.27 0.91
RIDDOR 60.38 39.61 0.19 0.44 0.67