Table 3 Average reconstruction error for the different methods over 100 simulated datasets with standard deviations in brackets
From: Leveraging pleiotropic association using sparse group variable selection in genomics data
L1 | L2 | |||||||
|---|---|---|---|---|---|---|---|---|
Method | Sim 1 | Sim 2 | Sim 3 | Sim 4 | Sim 1 | Sim 2 | Sim 3 | Sim 4 |
SMT | 2.76 (0.94) | 9.62 (1.16) | 41.95 (2.33) | 193.14 (2.64) | 1.20 (0.27) | 2.22 (0.29) | 4.95 (0.29) | 11.80 (0.18) |
GMT | 3.67 (0.64) | 13.60 (0.58) | 45.68 (1.35) | 174.58 (3.04) | 1.52 (0.11) | 2.67 (0.18) | 5.01 (0.21) | 10.69 (0.21) |
SGMT | 3.66 (2.05) | 10.05 (1.57) | 39.63 (2.30) | 176.60 (3.64) | 1.21 (0.31) | 2.09 (0.25) | 4.52 (0.27) | 10.85 (0.24) |
ASSET | 2.88 (0.55) | 10.25 (1.48) | 47.36 (1.99) | 202.60 (1.87) | 1.47 (0.23) | 2.79 (0.26) | 6.04 (0.19) | 12.69 (0.1) |
GPA | 6.34 (7.45) | 12.33 (3.67) | 49.04 (1.27) | 203.32 (1.13) | 1.87 (0.64) | 3.06 (0.19) | 6.21 (0.11) | 12.73 (0.06) |