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.
The gut microbiome-metabolome dataset collection: a curated resource for integrative meta-analysis.npj Biofilms and Microbiomes, 8(1):79, 2022
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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.