Structured Gaussian process classifier embeds graph-encoded biological pathways into the kernel for uncertainty-aware omics classification and reports gains over unstructured baselines on three microbiome datasets.
Fecal metabolomic signatures in colorectal adenoma patients are associated with gut microbiota and early events of colorectal cancer pathogenesis.MBio, 11(1):10– 1128, 2020
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Structured Gaussian Processes for Uncertainty-Aware Classification of High-Dimensional, Small-Sampled Omics Data
Structured Gaussian process classifier embeds graph-encoded biological pathways into the kernel for uncertainty-aware omics classification and reports gains over unstructured baselines on three microbiome datasets.