Second-order group knockoffs with applications to genome-wide association studies
Motivation Conditional testing via the knockoff framework allows one to identify—among a
large number of possible explanatory variables—those that carry unique information about …
large number of possible explanatory variables—those that carry unique information about …
Identification of Differentially Expressed Genes via Knockoff Statistics in Single-cell RNA Sequencing Data Analysis
L Yi - 2024 - search.proquest.com
Abstract Model-X knockoffs [Candes et al., 2018] is a recent statistical framework that allows
scientists to discover true effects while controlling the false discovery rate (FDR) with finite …
scientists to discover true effects while controlling the false discovery rate (FDR) with finite …
[PDF][PDF] Supplement to: Second-order group knockoffs with applications to GWAS
Here, we fill in algorithmic details for the general coordinate descent algorithm featured in
Section 3 of the main paper. Details for PCA updates are provided in section S2. A summary …
Section 3 of the main paper. Details for PCA updates are provided in section S2. A summary …