EPJ Data Science

Table 3 Precision (Pr.), Recall (Re.), AUCROC and F1-score of the classifiers obtained with 10-fold-cross-validation and variations of \(\pmb{t_{\mathrm{hor}}}\) and \(\pmb{t_{\mathrm{hist}}}\)

From: Are you getting sick? Predicting influenza-like symptoms using human mobility behaviors

		\(\boldsymbol{t_{\mathrm{hist}} = 0}\)				\(\boldsymbol{t_{\mathrm{hist}} = 1}\)				\(\boldsymbol{t_{\mathrm{hist}} = 2}\)
		Pr.	AUCROC	Re.	F1	Pr.	AUCROC	Re.	F1	Pr.	AUCROC	Re.	F1
\(t_{\mathrm{hor}} = 0\)	LR	0.67	0.5	0.96	0.79	0.67	0.5	1.0	0.8	0.68	0.51	1.0	0.81
	RF	0.68	0.51	0.72	0.7	0.71	0.56	0.74	0.73	0.73	0.59	0.78	0.75
	GBT	0.69	0.53	0.81	0.74	0.74	0.61	0.84	0.79	0.7	0.56	0.82	0.76
\(t_{\mathrm{hor}} = 1\)	LR	0.68	0.5	0.93	0.78	0.67	0.49	0.95	0.78	0.68	0.52	0.96	0.8
	RF	0.74	0.6	0.73	0.73	0.71	0.55	0.76	0.73	0.7	0.54	0.72	0.71
	GBT	0.7	0.54	0.77	0.73	0.74	0.62	0.87	0.8	0.71	0.56	0.8	0.75
\(t_{\mathrm{hor}} = 2\)	LR	0.68	0.51	0.99	0.81	0.68	0.51	0.91	0.78	0.68	0.5	0.95	0.79
	RF	0.71	0.55	0.76	0.73	0.73	0.58	0.72	0.73	0.72	0.57	0.74	0.73
	GBT	0.71	0.55	0.85	0.77	0.72	0.57	0.81	0.76	0.72	0.57	0.84	0.77

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