. Author manuscript; available in PMC: 2023 Apr 11.

Published in final edited form as: J Comput Graph Stat. 2020 Dec 10;30(3):578–593. doi: 10.1080/10618600.2020.1840997

Table 2.

Area under the ROC curves for the BVSGCR model and for independent single-response regression models in the simulated Scenario I and II. Results are averaged over 20 replicates with standard errors in brackets. Within each response, the best performance is highlighted in bold.

Response	Regression model	Scenario I	Scenario II
Response	Regression model	n = 50 & p_k = 30	n = 100 & p_k = 100
Gaussian	BVSGCR	0.86 (0.08)	0.88 (0.09)
Gaussian	Single-response	0.77 (0.09)	0.78 (0.10)
Gaussian	BVSGCR	0.82 (0.10)	0.90 (0.07)
Gaussian	Single-response	0.78 (0.11)	0.81 (0.12)
Gaussian	BVSGCR	0.80 (0.13)	0.91 (0.06)
Gaussian	Single-response	0.72 (0.13)	0.82 (0.10)
Binary	BVSGCR	0.83 (0.10)	0.81 (0.07)
Binary	Single-response	0.83 (0.10)	0.81 (0.08)
Ordinal (3 categories)	BVSGCR	0.76 (0.10)	0.82 (0.07)
Ordinal (3 categories)	Single-response	0.74 (0.09)	0.77 (0.09)
Ordinal (4 categories)	BVSGCR	0.85 (0.07)	0.87 (0.07)
Ordinal (4 categories)	Single-response	0.77 (0.09)	0.82 (0.07)