Table 1.
R=8 | ||||||||
Subject | L1 | LR | CD | CD+r (μ = 0.10) | ||||
Performance | Regularization | Performance | Regularization | Performance | Number of steps | Performance | Number of steps | |
S1 | (0.158, 0.862) | 0.01 | (0.141, 0.904) | 0.0079 | (0.139,0.894) | 1702 (1500) | (0.149,0.883) | 1414 (1500) |
S2 | (0.155, 0.864) | 0.01 | (0.137, 0.892) | 0.0077 | (0.134,0.876) | 1695 (1500) | (0.136, 0.876) | 1934 (2000) |
S3 | (0.135, 0.885) | 0.01 | (0.116, 0.921) | 0.0073 | (0.111, 0.914) | 2060 (2000) | (0.111, 0.913) | 2196 (2000) |
R=12 | ||||||||
Subject | L1 | LR | CD | CD+r (μ = 0.10) | ||||
Performance | Regularization | Performance | Regularization | Performance | Number of steps | Performance | Number of steps | |
S1 | (0.179, 0.844) | 0.01 | (0.161, 0.882) | 0.0063 | (0.149,0.879) | 1695 (1500) | (0.163,0.873) | 1391 (1500) |
S2 | (0.177, 0.841) | 0.0098 | (0.155, 0.869) | 0.006 | (0.143,0.868) | 1645 (1500) | (0.149,0.848) | 1485 (1500) |
S3 | (0.157, 0.864) | 0.0091 | (0. 131, 0.904) | 0.0058 | (0.119, 0.907) | 2156 (2000) | (0.120, 0.906) | 1947 (2000) |
R=18 | ||||||||
Subject | L1 | LR | CD | CD+r (μ = 0.10) | ||||
Performance | Regularization | Performance | Regularization | Performance | Number of steps | Performance | Number of steps | |
S1 | (0.210, 0.811) | 0.0078 | (0.189, 0.848) | 0.0049 | (0.162,0.880) | 1798 (2000) | (0.198,0.840) | 773 (1000) |
S2 | (0.207, 0.802) | 0.0071 | (0.182, 0.835) | 0.0046 | (0.151,0.848) | 1728 (1500) | (0.163,0.850) | 1440 (1500) |
S3 | (0.186, 0.836) | 0.0065 | (0.155, 0.877) | 0.0045 | (0.13,0.907) | 2262 (2500) | (0.130, 0.907) | 2967 (3000) |
R=36 | ||||||||
Subject | L1 | LR | CD | CD+r (μ = 0.10) | ||||
Performance | Regularization | Performance | Regularization | Performance | Number of steps | Performance | Number of steps | |
S1 | (0.289, 0.726) | 0.0038 | (0.256, 0.775) | 0.0048 | (0.199, 0.837) | 2177 (2000) | (0.339, 0.681) | 9772 (9999) |
S2 | (0.277, 0.718) | 0.0036 | (0.249, 0.752) | 0.0051 | (0.185, 0.817) | 2030 (2000) | (0.307, 0.701) | 7660 (7500) |
S3 | (0.261, 0.756) | 0.003 | (0.219, 0.810) | 0.0038 | (0.155, 0.864) | 2486 (2500) | (0.156, 0.866) | 2551 (2500) |