Debiased high-dimensional regression calibration for errors-in-variables log-contrast models.
Sign Up to like & getrecommendations! Published in 2024 at "Biometrics"
DOI: 10.1093/biomtc/ujae153
Abstract: Motivated by the challenges in analyzing gut microbiome and metagenomic data, this work aims to tackle the issue of measurement errors in high-dimensional regression models that involve compositional covariates. This paper marks a pioneering effort… read more here.
Keywords: debiased high; high dimensional; log contrast; dimensional regression ... See more keywords
Resampling-based inferences for compositional regression with application to beef cattle microbiomes
Sign Up to like & getrecommendations! Published in 2022 at "Statistical Methods in Medical Research"
DOI: 10.1177/09622802221133550
Abstract: Gut microbiomes are increasingly found to be associated with many health-related characteristics of humans as well as animals. Regression with compositional microbiomes covariates is commonly used to identify important bacterial taxa that are related to… read more here.
Keywords: application; log contrast; regression; resampling based ... See more keywords