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

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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. |