A systematic evaluation of high-dimensional, ensemble-based regression for exploring large model spaces in microbiome analyses

Microbiome studies incorporate next-generation sequencing to obtain profiles of microbial communities. Data generated from these experiments are high-dimensional with a rich correlation structure but modest sample sizes.