From: Artificial neural networks modeling gene-environment interaction
High risk scenario | Low risk scenario | ||||||
---|---|---|---|---|---|---|---|
Neural network | Logistic regression | Logistic regression (DV) | Neural network | Logistic regression | Logistic regression (DV) | ||
n = 1000 + 1000 | n = 1000 + 1000 | ||||||
Model 1 | 38.63 | 211.62 | 105.83 | 41.07 | 195.15 | 87.57 | |
$\sum _{g{u}^{\prime}}{E}_{g{u}^{\prime}}$ | Model 2 | 117.94 | 359.10 | 155.40 | 101.92 | 323.89 | 114.71 |
Model 3 | 40.67 | 253.01 | 85.51 | 43.15 | 258.19 | 65.87 | |
Model 4 | 103.37 | 228.10 | 85.16 | 103.63 | 227.50 | 59.74 | |
n = 500 + 500 | n = 500 + 500 | ||||||
Model 1 | 54.58 | 219.39 | 136.26 | 70.40 | 207.97 | 140.74 | |
$\sum _{g{u}^{\prime}}{E}_{g{u}^{\prime}}$ | Model 2 | 144.35 | 363.36 | 176.74 | 183.28 | 327.58 | 143.06 |
Model 3 | 60.98 | 261.86 | 110.93 | 66.25 | 278.61 | 114.68 | |
Model 4 | 143.62 | 235.44 | 102.13 | 115.59 | 237.14 | 81.13 | |
n = 200 + 200 | n = 200 + 200 | ||||||
Model 1 | 126.56 | 252.88 | 251.70 | 192.47 | 244.17 | 225.63 | |
$\sum _{g{u}^{\prime}}{E}_{g{u}^{\prime}}$ | Model 2 | 262.92 | 371.69 | 230.25 | 297.68 | 348.46 | 215.70 |
Model 3 | 139.27 | 324.55 | 215.12 | 141.28 | 328.64 | 191.61 | |
Model 4 | 189.69 | 287.39 | 169.86 | 164.13 | 280.21 | 149.95 |