Matches in SemOpenAlex for { <https://semopenalex.org/work/W4300091995> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4300091995 abstract "The popularity of penalized regression in high-dimensional data analysis has led to a demand for new inferential tools for these models. False discovery rate control is widely used in high-dimensional hypothesis testing, but has only recently been considered in the context of penalized regression. Almost all of this work, however, has focused on lasso-penalized linear regression. In this paper, we derive a general method for controlling the marginal false discovery rate that can be applied to any penalized likelihood-based model, such as logistic regression and Cox regression. Our approach is fast, flexible and can be used with a variety of penalty functions including lasso, elastic net, MCP, and MNet. We derive theoretical results under which the proposed method is valid, and use simulation studies to demonstrate that the approach is reasonably robust, albeit slightly conservative, when these assumptions are violated. Despite being conservative, we show that our method often offers more power to select causally important features than existing approaches. Finally, the practical utility of the method is demonstrated on gene expression data sets with binary and time-to-event outcomes." @default.
- W4300091995 created "2022-10-03" @default.
- W4300091995 creator A5011693138 @default.
- W4300091995 creator A5015683610 @default.
- W4300091995 date "2017-10-31" @default.
- W4300091995 modified "2023-09-24" @default.
- W4300091995 title "Marginal false discovery rate control for likelihood-based penalized regression models" @default.
- W4300091995 doi "https://doi.org/10.48550/arxiv.1710.11459" @default.
- W4300091995 hasPublicationYear "2017" @default.
- W4300091995 type Work @default.
- W4300091995 citedByCount "0" @default.
- W4300091995 crossrefType "posted-content" @default.
- W4300091995 hasAuthorship W4300091995A5011693138 @default.
- W4300091995 hasAuthorship W4300091995A5015683610 @default.
- W4300091995 hasBestOaLocation W43000919951 @default.
- W4300091995 hasConcept C104317684 @default.
- W4300091995 hasConcept C105795698 @default.
- W4300091995 hasConcept C119857082 @default.
- W4300091995 hasConcept C124101348 @default.
- W4300091995 hasConcept C136764020 @default.
- W4300091995 hasConcept C149782125 @default.
- W4300091995 hasConcept C151730666 @default.
- W4300091995 hasConcept C151956035 @default.
- W4300091995 hasConcept C185592680 @default.
- W4300091995 hasConcept C193244246 @default.
- W4300091995 hasConcept C203868755 @default.
- W4300091995 hasConcept C2779343474 @default.
- W4300091995 hasConcept C33923547 @default.
- W4300091995 hasConcept C37616216 @default.
- W4300091995 hasConcept C41008148 @default.
- W4300091995 hasConcept C55493867 @default.
- W4300091995 hasConcept C83546350 @default.
- W4300091995 hasConcept C86803240 @default.
- W4300091995 hasConceptScore W4300091995C104317684 @default.
- W4300091995 hasConceptScore W4300091995C105795698 @default.
- W4300091995 hasConceptScore W4300091995C119857082 @default.
- W4300091995 hasConceptScore W4300091995C124101348 @default.
- W4300091995 hasConceptScore W4300091995C136764020 @default.
- W4300091995 hasConceptScore W4300091995C149782125 @default.
- W4300091995 hasConceptScore W4300091995C151730666 @default.
- W4300091995 hasConceptScore W4300091995C151956035 @default.
- W4300091995 hasConceptScore W4300091995C185592680 @default.
- W4300091995 hasConceptScore W4300091995C193244246 @default.
- W4300091995 hasConceptScore W4300091995C203868755 @default.
- W4300091995 hasConceptScore W4300091995C2779343474 @default.
- W4300091995 hasConceptScore W4300091995C33923547 @default.
- W4300091995 hasConceptScore W4300091995C37616216 @default.
- W4300091995 hasConceptScore W4300091995C41008148 @default.
- W4300091995 hasConceptScore W4300091995C55493867 @default.
- W4300091995 hasConceptScore W4300091995C83546350 @default.
- W4300091995 hasConceptScore W4300091995C86803240 @default.
- W4300091995 hasLocation W43000919951 @default.
- W4300091995 hasOpenAccess W4300091995 @default.
- W4300091995 hasPrimaryLocation W43000919951 @default.
- W4300091995 hasRelatedWork W2114633835 @default.
- W4300091995 hasRelatedWork W2379552672 @default.
- W4300091995 hasRelatedWork W2917159920 @default.
- W4300091995 hasRelatedWork W2953658053 @default.
- W4300091995 hasRelatedWork W2991486385 @default.
- W4300091995 hasRelatedWork W3134202938 @default.
- W4300091995 hasRelatedWork W4223958832 @default.
- W4300091995 hasRelatedWork W4254386228 @default.
- W4300091995 hasRelatedWork W4284963956 @default.
- W4300091995 hasRelatedWork W4362670612 @default.
- W4300091995 isParatext "false" @default.
- W4300091995 isRetracted "false" @default.
- W4300091995 workType "article" @default.