Multivariate count data, such as sequencing reads in genomics, are often connected to a clinical phenotype of interest. We develop a flexible framework for dimension reduction in regression, with pred
We consider a problem motivated by issues in nutritional epidemiology, across diseases and populations. In this area, it is becoming increasingly common for diseases to be modeled by a single diet sco
Additional file 5. Simulation results (Power) for linear interaction effects with $$M=48$$ M = 48 of GLMM and GEE at aggregated level with AR1 correlation structure $$\sigma_{c}^{2}=0.8,\ r=0.8$$ σ c