FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386418577> ?p ?o ?g. }

• W4386418577 endingPage "121398" @default.
• W4386418577 startingPage "121398" @default.
• W4386418577 abstract "Variable selection is a procedure to obtain truly important predictors from inputs. Complex nonlinear dependencies and strong coupling pose great challenges for variable selection in high-dimensional data. Real-world applications have increased the demand for interpretable selection processes. A pragmatic approach should not only yield the most predictive covariates but also provide ample and easy-to-understand reasons for removing certain covariates. In view of these requirements, this paper proposes an approach for transparent and nonlinear variable selection. To transparently decouple information within the input predictors, a three-step heuristic search is designed, by which the input predictors are grouped into four subsets: relevant predictors, which are selected, and uninformative, redundant, and conditionally independent predictors, which are removed. A nonlinear partial correlation coefficient is introduced to better identify the predictors that have nonlinear functional dependence with the response. The selected subset is competent input for commonly used predictive models. Superiority of the proposed method is demonstrated against state-of-the-art baselines in terms of predictive accuracy and model interpretability." @default.
• W4386418577 created "2023-09-05" @default.
• W4386418577 creator A5030090268 @default.
• W4386418577 creator A5035908789 @default.
• W4386418577 creator A5057451811 @default.
• W4386418577 creator A5078061801 @default.
• W4386418577 date "2024-03-01" @default.
• W4386418577 modified "2023-09-30" @default.
• W4386418577 title "A transparent and nonlinear method for variable selection" @default.
• W4386418577 cites W1635119602 @default.
• W4386418577 cites W1963630472 @default.
• W4386418577 cites W2012309718 @default.
• W4386418577 cites W2012885984 @default.
• W4386418577 cites W2014604981 @default.
• W4386418577 cites W2021436645 @default.
• W4386418577 cites W2037226761 @default.
• W4386418577 cites W2074682976 @default.
• W4386418577 cites W2075711194 @default.
• W4386418577 cites W2122825543 @default.
• W4386418577 cites W2154560360 @default.
• W4386418577 cites W2163490846 @default.
• W4386418577 cites W2164092415 @default.
• W4386418577 cites W2169847599 @default.
• W4386418577 cites W2463435532 @default.
• W4386418577 cites W2598849564 @default.
• W4386418577 cites W2747166117 @default.
• W4386418577 cites W2791315675 @default.
• W4386418577 cites W2897615392 @default.
• W4386418577 cites W2910705748 @default.
• W4386418577 cites W3005433616 @default.
• W4386418577 cites W3017541653 @default.
• W4386418577 cites W3037382667 @default.
• W4386418577 cites W3081750857 @default.
• W4386418577 cites W3125144398 @default.
• W4386418577 cites W3204670138 @default.
• W4386418577 cites W4200149717 @default.
• W4386418577 cites W4205699531 @default.
• W4386418577 cites W4206189040 @default.
• W4386418577 cites W4213130781 @default.
• W4386418577 cites W4280571718 @default.
• W4386418577 cites W4281394921 @default.
• W4386418577 cites W4313644877 @default.
• W4386418577 cites W4314446242 @default.
• W4386418577 cites W4316497022 @default.
• W4386418577 cites W4319020742 @default.
• W4386418577 doi "https://doi.org/10.1016/j.eswa.2023.121398" @default.
• W4386418577 hasPublicationYear "2024" @default.
• W4386418577 type Work @default.
• W4386418577 citedByCount "0" @default.
• W4386418577 crossrefType "journal-article" @default.
• W4386418577 hasAuthorship W4386418577A5030090268 @default.
• W4386418577 hasAuthorship W4386418577A5035908789 @default.
• W4386418577 hasAuthorship W4386418577A5057451811 @default.
• W4386418577 hasAuthorship W4386418577A5078061801 @default.
• W4386418577 hasConcept C119043178 @default.
• W4386418577 hasConcept C119857082 @default.
• W4386418577 hasConcept C121332964 @default.
• W4386418577 hasConcept C124101348 @default.
• W4386418577 hasConcept C126255220 @default.
• W4386418577 hasConcept C134306372 @default.
• W4386418577 hasConcept C148483581 @default.
• W4386418577 hasConcept C154945302 @default.
• W4386418577 hasConcept C158622935 @default.
• W4386418577 hasConcept C173801870 @default.
• W4386418577 hasConcept C182365436 @default.
• W4386418577 hasConcept C2781067378 @default.
• W4386418577 hasConcept C33923547 @default.
• W4386418577 hasConcept C41008148 @default.
• W4386418577 hasConcept C62520636 @default.
• W4386418577 hasConcept C81917197 @default.
• W4386418577 hasConceptScore W4386418577C119043178 @default.
• W4386418577 hasConceptScore W4386418577C119857082 @default.
• W4386418577 hasConceptScore W4386418577C121332964 @default.
• W4386418577 hasConceptScore W4386418577C124101348 @default.
• W4386418577 hasConceptScore W4386418577C126255220 @default.
• W4386418577 hasConceptScore W4386418577C134306372 @default.
• W4386418577 hasConceptScore W4386418577C148483581 @default.
• W4386418577 hasConceptScore W4386418577C154945302 @default.
• W4386418577 hasConceptScore W4386418577C158622935 @default.
• W4386418577 hasConceptScore W4386418577C173801870 @default.
• W4386418577 hasConceptScore W4386418577C182365436 @default.
• W4386418577 hasConceptScore W4386418577C2781067378 @default.
• W4386418577 hasConceptScore W4386418577C33923547 @default.
• W4386418577 hasConceptScore W4386418577C41008148 @default.
• W4386418577 hasConceptScore W4386418577C62520636 @default.
• W4386418577 hasConceptScore W4386418577C81917197 @default.
• W4386418577 hasFunder F4320321001 @default.
• W4386418577 hasLocation W43864185771 @default.
• W4386418577 hasOpenAccess W4386418577 @default.
• W4386418577 hasPrimaryLocation W43864185771 @default.
• W4386418577 hasRelatedWork W3006943036 @default.
• W4386418577 hasRelatedWork W3163334550 @default.
• W4386418577 hasRelatedWork W4206534706 @default.
• W4386418577 hasRelatedWork W4225915909 @default.
• W4386418577 hasRelatedWork W4229079080 @default.
• W4386418577 hasRelatedWork W4327731234 @default.
• W4386418577 hasRelatedWork W4367462340 @default.
• W4386418577 hasRelatedWork W4385957992 @default.

• next