The systematic comparison between Gaussian mirror and Model-X knockoff models

Abstract While the high-dimensional biological data have provided unprecedented data resources for the identification of biomarkers, consensus is still lacking on how to best analyze them. The recently developed Gaussian mirror (GM) and Model-X (MX) knockoff-based methods have much related model ass...

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Bibliographic Details
Published in:Scientific Reports
Main Authors: Shuai Chen, Ziqi Li, Long Liu, Yalu Wen
Format: Article
Language:English
Published: Nature Portfolio 2023-04-01
Online Access:https://doi.org/10.1038/s41598-023-32605-5