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

Journal of Big Data

Table 4 Prediction results using neural network learning based context-aware classification model utilizing dataset DS02

Dataset	The number of epochs	Context-aware prediction results
Dataset	The number of epochs	CCI (%)	ICI (%)	MAE	RMSE	ROC
DS02	10	65.39	34.60	0.21	0.34	0.80
	20	67.20	32.79	0.17	0.33	0.83
	30	63.88	36.11	0.18	0.38	0.76
	40	65.23	33.76	0.17	0.37	0.79
	50	64.45	35.54	0.18	0.41	0.72
	60	63.45	36.54	0.18	0.41	0.70
	70	62.24	37.75	0.19	0.42	0.67
	80	61.24	38.75	0.19	0.42	0.67
	90	60.24	39.75	0.20	0.43	0.62
	100	58.71	41.28	0.21	0.44	0.59