Supervised learning and model analysis with compositional data.
Supervised learning, such as regression and classification, is an essential tool for analyzing modern high-throughput sequencing Pepper Mill Sets data, for example in microbiome research.However, due to the compositionality and sparsity, existing techniques are often inadequate.Either they rely on extensions of the linear log-contrast model (which