Table 1. Description of the simulation data.
Scenario | Features Effect | β (Non-Zero coefficients) | p | Train set | Test set | σ2 |
---|---|---|---|---|---|---|
Marginal Terms | ||||||
1 | Yes | {β1, β2, β3, β12} = {0.2, 0.3, 0.4, 0.3} | 25 | 500 | 500 | 0.25 |
2 | Yes | {β1, β2, β3, β12} = {0.2, 0.3, 0.4, 0.3} | 50 | 500 | 500 | 0.25 |
3 | Yes | {β1, β2, β3, β12} = {0.2, 0.3, 0.4, 0.3} | 100 | 500 | 500 | 0.25 |
4 | No | {β3, β12} = {0.4, 0.3} | 50 | 500 | 500 | 0.25 |