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Table 5 Prediction results using neural network learning based context-aware classification model utilizing dataset DS05

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

Dataset The number of epochs Context-aware prediction results
CCI (%) ICI (%) MAE RMSE ROC
DS05 10 63.97 36.02 0.22 0.34 0.77
20 65.25 34.74 0.20 0.33 0.80
30 66.42 33.57 0.18 0.32 0.80
40 65.41 34.58 0.18 0.37 0.78
50 62.89 37.10 0.19 0.41 0.72
60 60.04 39.95 0.20 0.43 0.65
70 60.71 39.28 0.20 0.43 0.68
80 62.71 37.28 0.19 0.42 0.69
90 63.13 36.86 0.18 0.41 0.72
100 59.24 40.75 0.21 0.43 0.67