Effects of data transformation and model selection on feature importance in microbiome classification data

Abstract Background Accurate classification of host phenotypes from microbiome data is crucial for advancing microbiome-based therapies, with machine learning offering effective solutions. However, the complexity of the gut microbiome, data sparsity, compositionality, and population-specificity pres...

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Bibliographic Details
Main Authors: Zuzanna Karwowska, Oliver Aasmets, Estonian Biobank research team, Tomasz Kosciolek, Elin Org
Format: Article
Language:English
Published: BMC 2025-01-01
Series:Microbiome
Online Access:https://doi.org/10.1186/s40168-024-01996-6
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