BMC Molecular and Cell Biology

Table 18 Summary of estimated LPLMs as ρ varies

From: Ridge regression estimated linear probability model predictions of O-glycosylation in proteins with structural and sequence data

	ρ	0.05	0.1	0.2	0.3	0.4	0.5	0.6	0.7	0.8	0.81	0.815	0.82	0.85
In sample	SBC	1710	1318	1257	1133	1036	931	878	798	761	749	737	751	723
	Variables	12	39	92	91	73	34	50	41	38	54	51	51	39
	KS (%)	78.0	89.4	94.1	95.7	95.2	91.3	95.2	95.5	95.7	96.8	96.7	96.6	95.8
	Brier Score	0.115	0.062	0.031	0.023	0.025	0.038	0.026	0.026	0.025	0.017	0.018	0.019	0.022
	–2×L(·)	1610	1013	547	431	471	664	489	478	463	329	340	354	418
Out of sample	Brier Score SNR	1.76	2.55	1.47	1.86	2.18	1.85	3.42	1.59	4.32	3.75	2.00	7.78	3.06

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