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Table 2 Prediction results using various machine learning classification models utilizing dataset DS02

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
DS02 ZeroR 60.52 39.47 0.28 0.37 0.49
NB 80.25 19.74 0.14 0.26 0.93
AdaBoost 62.12 37.87 0.34 0.40 0.58
LR 84.35 15.64 0.09 0.22 0.95
DT 85.13 14.86 0.08 0.21 0.96
RF 85.37 14.62 0.08 0.21 0.96
RIPPER 73.53 26.46 0.20 0.32 0.70
SVM 82.61 17.38 0.26 0.33 0.86
KNN 81.48 18.51 0.11 0.25 0.93
RIDDOR 67.87 32.12 0.16 0.40 0.70