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Table 4 Percentage in decrease of mean FDR

From: Re-sampling strategy to improve the estimation of number of null hypotheses in FDR control under strong correlation structures

 

ρ

True π0

BYa

SampG.qb

SampS.qc

SampG.md

SampS.me

Data-B

0.3

0.9

84.13%

2.19%

3.00%

1.99%

2.05%

  

0.8

90.03%

5.54%

5.60%

4.04%

4.33%

  

0.7

87.04%

7.64%

8.27%

7.44%

7.84%

  

0.6

91.59%

6.82%

6.72%

7.09%

7.45%

 

0.5

0.9

92.89%

4.51%

8.51%

1.83%

6.39%

  

0.8

92.87%

7.68%

9.73%

3.90%

7.66%

  

0.7

95.09%

6.79%

11.63%

3.01%

8.24%

  

0.6

94.24%

8.49%

13.26%

4.34%

8.82%

 

0.7

0.9

96.62%

19.79%

35.22%

18.30%

25.52%

  

0.8

97.03%

28.32%

40.86%

26.00%

32.72%

  

0.7

96.15%

17.09%

35.83%

14.98%

23.57%

  

0.6

97.80%

20.12%

36.47%

15.41%

27.46%

Data-M

 

0.9

94.87%

10.25%

14.66%

7.00%

14.70%

  

0.8

93.11%

7.87%

19.48%

6.33%

11.38%

  

0.7

93.50%

4.60%

12.11%

0.15%

5.96%

  

0.6

94.18%

6.35%

14.16%

1.85%

8.70%

  1. a (FDRqvalue - FDRBY)/FDRqvalue
  2. b (FDRqvalue - FDRSampG.q)/FDRqvalue
  3. c (FDRqvalue - FDRSampS.q)/FDRqvalue
  4. d (FDRqvalue - FDRSampG.m)/FDRqvalue
  5. e (FDRqvalue - FDRSampS.m)/FDRqvalue