Matches in SemOpenAlex for { <https://semopenalex.org/work/W2073161435> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2073161435 abstract "The problem of feature selection has raised considerable interests in the past decade. Traditional unsupervised methods select the features which can faithfully preserve the intrinsic structures of data, where the intrinsic structures are estimated using all the input features of data. However, the estimated intrinsic structures are unreliable/inaccurate when the redundant and noisy features are not removed. Therefore, we face a dilemma here: one need the true structures of data to identify the informative features, and one need the informative features to accurately estimate the true structures of data. To address this, we propose a unified learning framework which performs structure learning and feature selection simultaneously. The structures are adaptively learned from the results of feature selection, and the informative features are reselected to preserve the refined structures of data. By leveraging the interactions between these two essential tasks, we are able to capture accurate structures and select more informative features. Experimental results on many benchmark data sets demonstrate that the proposed method outperforms many state of the art unsupervised feature selection methods." @default.
- W2073161435 created "2016-06-24" @default.
- W2073161435 creator A5016197750 @default.
- W2073161435 creator A5018193643 @default.
- W2073161435 date "2015-08-10" @default.
- W2073161435 modified "2023-10-12" @default.
- W2073161435 title "Unsupervised Feature Selection with Adaptive Structure Learning" @default.
- W2073161435 cites W12820539 @default.
- W2073161435 cites W1500895378 @default.
- W2073161435 cites W1979089718 @default.
- W2073161435 cites W1979999753 @default.
- W2073161435 cites W1987026367 @default.
- W2073161435 cites W2042058698 @default.
- W2073161435 cites W2084028080 @default.
- W2073161435 cites W2084376194 @default.
- W2073161435 cites W2099322651 @default.
- W2073161435 cites W2121410881 @default.
- W2073161435 cites W2126185804 @default.
- W2073161435 cites W2128873747 @default.
- W2073161435 cites W2129793592 @default.
- W2073161435 cites W2129812935 @default.
- W2073161435 cites W2132379769 @default.
- W2073161435 cites W2135046866 @default.
- W2073161435 cites W2154053567 @default.
- W2073161435 cites W2158933803 @default.
- W2073161435 cites W2163939328 @default.
- W2073161435 cites W4205213118 @default.
- W2073161435 doi "https://doi.org/10.1145/2783258.2783345" @default.
- W2073161435 hasPublicationYear "2015" @default.
- W2073161435 type Work @default.
- W2073161435 sameAs 2073161435 @default.
- W2073161435 citedByCount "127" @default.
- W2073161435 countsByYear W20731614352016 @default.
- W2073161435 countsByYear W20731614352017 @default.
- W2073161435 countsByYear W20731614352018 @default.
- W2073161435 countsByYear W20731614352019 @default.
- W2073161435 countsByYear W20731614352020 @default.
- W2073161435 countsByYear W20731614352021 @default.
- W2073161435 countsByYear W20731614352022 @default.
- W2073161435 countsByYear W20731614352023 @default.
- W2073161435 crossrefType "proceedings-article" @default.
- W2073161435 hasAuthorship W2073161435A5016197750 @default.
- W2073161435 hasAuthorship W2073161435A5018193643 @default.
- W2073161435 hasBestOaLocation W20731614352 @default.
- W2073161435 hasConcept C119857082 @default.
- W2073161435 hasConcept C124101348 @default.
- W2073161435 hasConcept C13280743 @default.
- W2073161435 hasConcept C138885662 @default.
- W2073161435 hasConcept C144024400 @default.
- W2073161435 hasConcept C148483581 @default.
- W2073161435 hasConcept C153180895 @default.
- W2073161435 hasConcept C154945302 @default.
- W2073161435 hasConcept C185798385 @default.
- W2073161435 hasConcept C205649164 @default.
- W2073161435 hasConcept C2776401178 @default.
- W2073161435 hasConcept C2779304628 @default.
- W2073161435 hasConcept C36289849 @default.
- W2073161435 hasConcept C41008148 @default.
- W2073161435 hasConcept C41895202 @default.
- W2073161435 hasConcept C59404180 @default.
- W2073161435 hasConcept C8038995 @default.
- W2073161435 hasConcept C81917197 @default.
- W2073161435 hasConceptScore W2073161435C119857082 @default.
- W2073161435 hasConceptScore W2073161435C124101348 @default.
- W2073161435 hasConceptScore W2073161435C13280743 @default.
- W2073161435 hasConceptScore W2073161435C138885662 @default.
- W2073161435 hasConceptScore W2073161435C144024400 @default.
- W2073161435 hasConceptScore W2073161435C148483581 @default.
- W2073161435 hasConceptScore W2073161435C153180895 @default.
- W2073161435 hasConceptScore W2073161435C154945302 @default.
- W2073161435 hasConceptScore W2073161435C185798385 @default.
- W2073161435 hasConceptScore W2073161435C205649164 @default.
- W2073161435 hasConceptScore W2073161435C2776401178 @default.
- W2073161435 hasConceptScore W2073161435C2779304628 @default.
- W2073161435 hasConceptScore W2073161435C36289849 @default.
- W2073161435 hasConceptScore W2073161435C41008148 @default.
- W2073161435 hasConceptScore W2073161435C41895202 @default.
- W2073161435 hasConceptScore W2073161435C59404180 @default.
- W2073161435 hasConceptScore W2073161435C8038995 @default.
- W2073161435 hasConceptScore W2073161435C81917197 @default.
- W2073161435 hasLocation W20731614351 @default.
- W2073161435 hasLocation W20731614352 @default.
- W2073161435 hasLocation W20731614353 @default.
- W2073161435 hasOpenAccess W2073161435 @default.
- W2073161435 hasPrimaryLocation W20731614351 @default.
- W2073161435 hasRelatedWork W2592385986 @default.
- W2073161435 hasRelatedWork W2769509511 @default.
- W2073161435 hasRelatedWork W2775464024 @default.
- W2073161435 hasRelatedWork W2782592381 @default.
- W2073161435 hasRelatedWork W2908875379 @default.
- W2073161435 hasRelatedWork W2970216048 @default.
- W2073161435 hasRelatedWork W3087493185 @default.
- W2073161435 hasRelatedWork W3174196512 @default.
- W2073161435 hasRelatedWork W4221136938 @default.
- W2073161435 hasRelatedWork W4295514622 @default.
- W2073161435 isParatext "false" @default.
- W2073161435 isRetracted "false" @default.
- W2073161435 magId "2073161435" @default.
- W2073161435 workType "article" @default.