True discovery

We calculate true discoveries instead of power to compare the two algorithm.

• type one error cutoff

1. reg

##      [,1] [,2] [,3] [,4] [,5]
## [1,] 1.79 3.47 4.02 4.32 4.46
## [2,] 3.25 4.88 5.75 5.95 6.22
## [3,] 4.50 6.18 7.34 7.41 7.33
## [4,] 5.52 7.45 7.31 8.23 8.23
## [5,] 6.93 9.15 8.73 8.33 9.40

2. smo

##      [,1] [,2] [,3] [,4] [,5]
## [1,] 1.22 2.86 4.16 4.73 4.94
## [2,] 2.50 4.45 6.51 7.85 8.75
## [3,] 3.34 5.66 7.90 8.83 9.57
## [4,] 4.30 6.41 8.34 9.18 9.31
## [5,] 5.47 7.91 8.08 9.24 9.53

3. difference

##       [,1]  [,2]  [,3] [,4] [,5]
## [1,] -0.57 -0.61  0.14 0.41 0.48
## [2,] -0.75 -0.43  0.76 1.90 2.53
## [3,] -1.16 -0.52  0.56 1.42 2.24
## [4,] -1.22 -1.04  1.03 0.95 1.08
## [5,] -1.46 -1.24 -0.65 0.91 0.13