WebEstimation of multiple knockoff procedures. The package multiknockoffs provides implementations of several multiple knockoff aggegration schemes in R.The vignette document contains the implementation details.. Description. The knockoff filter (Barber and Candès (2015); Candès et al. (2024)) is a modern and powerful algorithm to control the … Webknockoff filter scheme, called Error-based Knockoffs Infer-ence (E-Knockoff), for controlled feature selection based on the error-based feature statistics. The main contributions of this paper are summarized as below: • Error-based knockoffs inference. Our model integrates the knockoff features (Candes et al. 2024), the error-`
A Power Analysis of the Conditional Randomization Test and …
WebOct 7, 2016 · Panning for Gold: Model-X Knockoffs for High-dimensional Controlled Variable Selection. Emmanuel Candes, Yingying Fan, Lucas Janson, Jinchi Lv. Many contemporary large-scale applications involve building interpretable models linking a large set of potential covariates to a response in a nonlinear fashion, such as when the … WebEstimation of multiple knockoff procedures. The package multiknockoffs provides implementations of several multiple knockoff aggegration schemes in R.The vignette … to the dawn of the mermaid on the west beach
The revisited knockoffs method for variable selection in L1 …
WebNov 2, 2024 · The knockoff filter is a general procedure for controlling the false discovery rate (FDR) when performing variable selection. For more information, see the website below and the accompanying paper: Candes et al., "Panning for gold: model-X knockoffs for high-dimensional controlled variable selection", J. R. Statist. Soc. B (2024) 80, 3, pp. 551-577. Webknockoff filter scheme, called Error-based Knockoffs Infer-ence (E-Knockoff), for controlled feature selection based on the error-based feature statistics. The main … WebBarber and Candes recently introduced a feature selection method called knockoff+ that controls the false discovery rate (FDR) among the selected features in the classical linear regression problem. Knockoff+ uses the competition between the original features and artificially created knockoff features to control the FDR [1]. We generalize Barber and … potassium in leached potatoes