FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3171972935> ?p ?o ?g. }

• W3171972935 abstract "Feature selection identifies subsets of informative features and reduces dimensions in the original feature space, helping provide insights into data generation or a variety of domain problems. Existing methods mainly depend on feature scoring functions or sparse regularizations; nonetheless, they have limited ability to reconcile the representativeness and inter-correlations of features. In this paper, we introduce a novel, simple yet effective regularization approach, named top-$k$ regularization, to supervised feature selection in regression and classification tasks. Structurally, the top-$k$ regularization induces a sub-architecture on the architecture of a learning model to boost its ability to select the most informative features and model complex nonlinear relationships simultaneously. Theoretically, we derive and mathematically prove a uniform approximation error bound for using this approach to approximate high-dimensional sparse functions. Extensive experiments on a wide variety of benchmarking datasets show that the top-$k$ regularization is effective and stable for supervised feature selection." @default.
• W3171972935 created "2021-06-22" @default.
• W3171972935 creator A5082880020 @default.
• W3171972935 creator A5084134779 @default.
• W3171972935 date "2021-06-04" @default.
• W3171972935 modified "2023-09-27" @default.
• W3171972935 title "Top-k Regularization for Supervised Feature Selection." @default.
• W3171972935 cites W117096852 @default.
• W3171972935 cites W141352744 @default.
• W3171972935 cites W1487321909 @default.
• W3171972935 cites W14890737 @default.
• W3171972935 cites W1979003656 @default.
• W3171972935 cites W2028781966 @default.
• W3171972935 cites W2047028564 @default.
• W3171972935 cites W2051589410 @default.
• W3171972935 cites W2056132907 @default.
• W3171972935 cites W2099322651 @default.
• W3171972935 cites W2100659887 @default.
• W3171972935 cites W2109907994 @default.
• W3171972935 cites W2112796928 @default.
• W3171972935 cites W2119479037 @default.
• W3171972935 cites W2122825543 @default.
• W3171972935 cites W2124225314 @default.
• W3171972935 cites W2135046866 @default.
• W3171972935 cites W2137317896 @default.
• W3171972935 cites W2138019504 @default.
• W3171972935 cites W2167999447 @default.
• W3171972935 cites W2253609413 @default.
• W3171972935 cites W2343897680 @default.
• W3171972935 cites W2398336627 @default.
• W3171972935 cites W2605213558 @default.
• W3171972935 cites W2725329413 @default.
• W3171972935 cites W2750384547 @default.
• W3171972935 cites W2766736793 @default.
• W3171972935 cites W2770888898 @default.
• W3171972935 cites W2899235613 @default.
• W3171972935 cites W2911681169 @default.
• W3171972935 cites W2911964244 @default.
• W3171972935 cites W2913375711 @default.
• W3171972935 cites W2952165242 @default.
• W3171972935 cites W2963799407 @default.
• W3171972935 cites W3002587223 @default.
• W3171972935 cites W3034712888 @default.
• W3171972935 cites W3035089687 @default.
• W3171972935 cites W3097993951 @default.
• W3171972935 cites W3104772781 @default.
• W3171972935 cites W3105797386 @default.
• W3171972935 hasPublicationYear "2021" @default.
• W3171972935 type Work @default.
• W3171972935 sameAs 3171972935 @default.
• W3171972935 citedByCount "0" @default.
• W3171972935 crossrefType "posted-content" @default.
• W3171972935 hasAuthorship W3171972935A5082880020 @default.
• W3171972935 hasAuthorship W3171972935A5084134779 @default.
• W3171972935 hasConcept C105795698 @default.
• W3171972935 hasConcept C119857082 @default.
• W3171972935 hasConcept C138885662 @default.
• W3171972935 hasConcept C144133560 @default.
• W3171972935 hasConcept C148483581 @default.
• W3171972935 hasConcept C153180895 @default.
• W3171972935 hasConcept C154945302 @default.
• W3171972935 hasConcept C162853370 @default.
• W3171972935 hasConcept C2776135515 @default.
• W3171972935 hasConcept C2776401178 @default.
• W3171972935 hasConcept C33923547 @default.
• W3171972935 hasConcept C37381756 @default.
• W3171972935 hasConcept C41008148 @default.
• W3171972935 hasConcept C41895202 @default.
• W3171972935 hasConcept C86251818 @default.
• W3171972935 hasConceptScore W3171972935C105795698 @default.
• W3171972935 hasConceptScore W3171972935C119857082 @default.
• W3171972935 hasConceptScore W3171972935C138885662 @default.
• W3171972935 hasConceptScore W3171972935C144133560 @default.
• W3171972935 hasConceptScore W3171972935C148483581 @default.
• W3171972935 hasConceptScore W3171972935C153180895 @default.
• W3171972935 hasConceptScore W3171972935C154945302 @default.
• W3171972935 hasConceptScore W3171972935C162853370 @default.
• W3171972935 hasConceptScore W3171972935C2776135515 @default.
• W3171972935 hasConceptScore W3171972935C2776401178 @default.
• W3171972935 hasConceptScore W3171972935C33923547 @default.
• W3171972935 hasConceptScore W3171972935C37381756 @default.
• W3171972935 hasConceptScore W3171972935C41008148 @default.
• W3171972935 hasConceptScore W3171972935C41895202 @default.
• W3171972935 hasConceptScore W3171972935C86251818 @default.
• W3171972935 hasLocation W31719729351 @default.
• W3171972935 hasOpenAccess W3171972935 @default.
• W3171972935 hasPrimaryLocation W31719729351 @default.
• W3171972935 hasRelatedWork W1580443261 @default.
• W3171972935 hasRelatedWork W1993086160 @default.
• W3171972935 hasRelatedWork W2171837816 @default.
• W3171972935 hasRelatedWork W2269105128 @default.
• W3171972935 hasRelatedWork W2284862136 @default.
• W3171972935 hasRelatedWork W2378795322 @default.
• W3171972935 hasRelatedWork W2423226807 @default.
• W3171972935 hasRelatedWork W2593727049 @default.
• W3171972935 hasRelatedWork W2735761649 @default.
• W3171972935 hasRelatedWork W2800589168 @default.
• W3171972935 hasRelatedWork W2889727733 @default.
• W3171972935 hasRelatedWork W2921681073 @default.
• W3171972935 hasRelatedWork W2943264779 @default.

• next