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

Journal of Big Data

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

Dataset	Classifier	Context-aware prediction results
Dataset	Classifier	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