Two-step LassoGLMM | Original LassoGLMM | GLMM with correlated genera | ||||
---|---|---|---|---|---|---|
Marginal R^{2} | Conditional R^{2} | Marginal R^{2} | Conditional R^{2} | Marginal R^{2} | Conditional R^{2} | |
BUN (O2) | 0.58 | 0.60 | No non zero coefficients | All correlated variables were in Two-step LassoGLMM | ||
IGM (O3) | 0.19 | 0.89 | No non zero coefficients | All correlated variables were in Two-step LassoGLMM | ||
SGOT (O7) | 0.22 | 0.84 | No non zero coefficients | 0.50 | 0.59 | |
SGPT (O8) | 0.44 | 0.75 | No non zero coefficients | All correlated variables were in Two-step LassoGLMM | ||
Cholesterol (O9) | 0.80 | 0.93 | 0.95 | 0.98 | 0.99 | 1.00 |