Papers about KnockoffsA powerful and versatile framework for controlled variable selection.
General methodologySampling exact knockoffs
“Metropolized Knockoff Sampling”, Approximate sampling of model-X knockoffs
“Deep Knockoffs”, Main reference for model-X knockoffs
“Panning for Gold: ”Model-X“ Knockoffs for High-dimensional Controlled Variable Selection”, Fixed-X knockoffs for high-dimensional linear models
“A Knockoff Filter for High-Dimensional Selective Inference”, Main reference for Fixed-X knockoffs
“Controlling the False Discovery Rate via Knockoffs”, Application-oriented methodologyKnockoffs for genome-wide association studies
“Multi-resolution localization of causal variants across the genome”, “Gene Hunting with Knockoffs for Hidden Markov Models”, Multilayer controlled variable selection with knockoffs
“Multilayer Knockoff Filter: Controlled variable selection at multiple resolutions”, Theory of knockoffsRobust inference with Model-X knockoffs
“Robust Inference with Knockoffs”, Type-II error analysis
“A power and Prediction Analysis for Knockoffs with Lasso Statistics”, |