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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