Table 2.

Summary of simulation results

Correlation	Methods	FP	FDP	FN	Power
0	Univariate Bonferroni	0.01	0	2.28	0.77
	Univariate FDR	1.94	0.18	1.49	0.85
	Lasso	185.22	0.95	0	1
	Boosting	15.76	0.61	0	1
	S-Boosting-1	0.01	0	0	1
	S-Boosting-2	0	0	0	1
0.5	Univariate Bonferroni	85.29	0.92	2.32	0.77
	Univariate FDR	172.32	0.95	0.81	0.92
	Lasso	186.17	0.95	0	1
	Boosting	22.31	0.69	0	1
	S-Boosting-1	0.08	0.01	0	1
	S-Boosting-2	0.01	0	0	1
0.8	Univariate Bonferroni	131.42	0.94	2.17	0.78
	Univariate FDR	207.52	0.96	0.68	0.93
	Lasso	185.14	0.95	0	1
	Boosting	29.25	0.75	0	1
	S-Boosting-1	0.36	0.03	0.1	0.99
	S-Boosting-2	0.03	0.01	0	1

FP: the average number of false positives; FDP: false discovery proportion; FN: average number of false negative; Power: the empirical probabilities to identify the true signal