Table 1.
Approach | ||||
Model | Include Z | Stratify by Z | Residualize by Z | Ignore Z |
1. ADDITIVE | +/+ | +/+ | +/+ | +/+ |
2. ADDITIVE WITH CONFOUNDING | ++/+ | +/+ | +/+ | ++/++ |
3. ADDITIVE WITH EFFECT MEDIATOR | - -/- - | - -/- - | - -/- - | -/- |
4. INTERACTION WITH MAIN EFFECTS | ++/++ | ++/++ | ++/++ | ++/++ |
5. INTERACTION WITH NO MAIN EFFECTS | +/++ | +/++ | -/+ | -/+ |
6. CONDITIONAL ASSOCIATION | +/+ | +/+ | -/+ | -/+ |
Summary of simulation results in Figures 1 and 2: Results are given in pairs corresponding to RF and MARS respectively; a "+" indicates reasonable TDR (≥ 80%) for detecting moderate effect sizes (≥ 0.5); "++" indicates reasonable TDR (≥ 80%) for detecting small effect sizes (≥ 0.3);"-" indicates lower TDR (50% to 80%) for moderate effect sizes; and '--" indicates very low TDR (< 20%) at moderate effect sizes. Correlation between X1 and Z is fixed at 0.5 for MODEL 2.