High-dimensional Log-Error-in-Variable Regression with Applications to Microbial Compositional Data Analysis

Pixu Shi, Yuchen Zhou, Anru R. Zhang

In microbiome and genomic studies, the regression of compositional data has been a crucial tool for identifying microbial taxa or genes that are associated with clinical phenotypes…