Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386142110> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4386142110 abstract "Selecting from or ranking a set of candidates variables in terms of their capacity for predicting an outcome of interest is an important task in many scientific fields. A variety of methods for variable selection and ranking have been proposed in the literature. In practice, it can be challenging to know which method is most appropriate for a given dataset. In this article, we propose methods of comparing variable selection and ranking algorithms. We first introduce measures of the quality of variable selection and ranking algorithms. We then define estimators of our proposed measures, and establish asymptotic results for our estimators in the regime where the dimension of the covariates is fixed as the sample size grows. We use our results to conduct large-sample inference for our measures, and we propose a computationally efficient partial bootstrap procedure to potentially improve finite-sample inference. We assess the properties of our proposed methods using numerical studies, and we illustrate our methods with an analysis of data for predicting wine quality from its physicochemical properties." @default.
- W4386142110 created "2023-08-25" @default.
- W4386142110 creator A5017976263 @default.
- W4386142110 creator A5089349928 @default.
- W4386142110 date "2023-08-22" @default.
- W4386142110 modified "2023-09-27" @default.
- W4386142110 title "Nonparametric Assessment of Variable Selection and Ranking Algorithms" @default.
- W4386142110 doi "https://doi.org/10.48550/arxiv.2308.11593" @default.
- W4386142110 hasPublicationYear "2023" @default.
- W4386142110 type Work @default.
- W4386142110 citedByCount "0" @default.
- W4386142110 crossrefType "posted-content" @default.
- W4386142110 hasAuthorship W4386142110A5017976263 @default.
- W4386142110 hasAuthorship W4386142110A5089349928 @default.
- W4386142110 hasBestOaLocation W43861421101 @default.
- W4386142110 hasConcept C102366305 @default.
- W4386142110 hasConcept C105795698 @default.
- W4386142110 hasConcept C119043178 @default.
- W4386142110 hasConcept C119857082 @default.
- W4386142110 hasConcept C124101348 @default.
- W4386142110 hasConcept C129848803 @default.
- W4386142110 hasConcept C134306372 @default.
- W4386142110 hasConcept C144237770 @default.
- W4386142110 hasConcept C148220186 @default.
- W4386142110 hasConcept C148483581 @default.
- W4386142110 hasConcept C154945302 @default.
- W4386142110 hasConcept C177264268 @default.
- W4386142110 hasConcept C182365436 @default.
- W4386142110 hasConcept C185429906 @default.
- W4386142110 hasConcept C185592680 @default.
- W4386142110 hasConcept C189430467 @default.
- W4386142110 hasConcept C198531522 @default.
- W4386142110 hasConcept C199360897 @default.
- W4386142110 hasConcept C2776214188 @default.
- W4386142110 hasConcept C33923547 @default.
- W4386142110 hasConcept C41008148 @default.
- W4386142110 hasConcept C43617362 @default.
- W4386142110 hasConcept C81917197 @default.
- W4386142110 hasConceptScore W4386142110C102366305 @default.
- W4386142110 hasConceptScore W4386142110C105795698 @default.
- W4386142110 hasConceptScore W4386142110C119043178 @default.
- W4386142110 hasConceptScore W4386142110C119857082 @default.
- W4386142110 hasConceptScore W4386142110C124101348 @default.
- W4386142110 hasConceptScore W4386142110C129848803 @default.
- W4386142110 hasConceptScore W4386142110C134306372 @default.
- W4386142110 hasConceptScore W4386142110C144237770 @default.
- W4386142110 hasConceptScore W4386142110C148220186 @default.
- W4386142110 hasConceptScore W4386142110C148483581 @default.
- W4386142110 hasConceptScore W4386142110C154945302 @default.
- W4386142110 hasConceptScore W4386142110C177264268 @default.
- W4386142110 hasConceptScore W4386142110C182365436 @default.
- W4386142110 hasConceptScore W4386142110C185429906 @default.
- W4386142110 hasConceptScore W4386142110C185592680 @default.
- W4386142110 hasConceptScore W4386142110C189430467 @default.
- W4386142110 hasConceptScore W4386142110C198531522 @default.
- W4386142110 hasConceptScore W4386142110C199360897 @default.
- W4386142110 hasConceptScore W4386142110C2776214188 @default.
- W4386142110 hasConceptScore W4386142110C33923547 @default.
- W4386142110 hasConceptScore W4386142110C41008148 @default.
- W4386142110 hasConceptScore W4386142110C43617362 @default.
- W4386142110 hasConceptScore W4386142110C81917197 @default.
- W4386142110 hasLocation W43861421101 @default.
- W4386142110 hasOpenAccess W4386142110 @default.
- W4386142110 hasPrimaryLocation W43861421101 @default.
- W4386142110 hasRelatedWork W2005532661 @default.
- W4386142110 hasRelatedWork W2782875959 @default.
- W4386142110 hasRelatedWork W2883711290 @default.
- W4386142110 hasRelatedWork W2890399580 @default.
- W4386142110 hasRelatedWork W3006948422 @default.
- W4386142110 hasRelatedWork W3042241602 @default.
- W4386142110 hasRelatedWork W3101234416 @default.
- W4386142110 hasRelatedWork W3124756562 @default.
- W4386142110 hasRelatedWork W3124861771 @default.
- W4386142110 hasRelatedWork W4287864202 @default.
- W4386142110 isParatext "false" @default.
- W4386142110 isRetracted "false" @default.
- W4386142110 workType "article" @default.