DeepPhylo: Phylogeny‐Aware Microbial Embeddings Enhanced Predictive Accuracy in Human Microbiome Data Analysis

DeepPhylo: Phylogeny‐Aware Microbial Embeddings Enhanced Predictive Accuracy in Human Microbiome Data Analysis

Abstract Microbial data analysis poses significant challenges due to its high dimensionality, sparsity, and compositionality. Recent advances have shown that integrating abundance and phylogenetic information is an effective strategy for uncovering robust patterns and enhancing the predictive perfor...

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Bibliographic Details
Main Authors: Bin Wang, Yulong Shen, Jingyan Fang, Xiaoquan Su, Zhenjiang Zech Xu
Format: Article
Language:English
Published: Wiley 2024-12-01
Series:Advanced Science
Subjects:
beta‐diversity
deep learning
microbiome
phylogeny
Online Access:https://doi.org/10.1002/advs.202404277
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