Matches in SemOpenAlex for { <https://semopenalex.org/work/W1495704625> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W1495704625 abstract "Microarrays store gene expression data of each cell; thereby microarray contains thousands of features. Each row represents gene samples and each column represents conditions. In any classification task, selection of irrelevant or redundant features greatly reduces the performance of classifier. Therefore, selection of optimal number of significant features is a major challenge for any classification problem. Filter and wrapper approaches are mostly used for feature subset selection. Filters are computationally faster but wrapper approach is more efficient in terms of classification accuracy. This paper proposes a hybrid approach combining the filters and wrappers is proposed which takes the features from both the filters and the wrappers. In the initial step, a feature subset is selected using filters and the feature subset size is further reduced using the wrapper approach. The proposed method is tested on Colon Tumor, B-Cell Lymphoma (DLBCL) and Leukemia datasets. Simulation results show that the hybrid method achieved higher accuracy with a smaller feature subset when compared to the existing methods." @default.
- W1495704625 created "2016-06-24" @default.
- W1495704625 creator A5000531819 @default.
- W1495704625 creator A5042253646 @default.
- W1495704625 creator A5055219310 @default.
- W1495704625 date "2015-06-01" @default.
- W1495704625 modified "2023-09-23" @default.
- W1495704625 title "An efficient approach for microarray data classification using filter wrapper hybrid approach" @default.
- W1495704625 cites W1552984013 @default.
- W1495704625 cites W1964168965 @default.
- W1495704625 cites W1988019059 @default.
- W1495704625 cites W2004977911 @default.
- W1495704625 cites W2037721365 @default.
- W1495704625 cites W2046624437 @default.
- W1495704625 cites W2091432617 @default.
- W1495704625 cites W2110210465 @default.
- W1495704625 cites W2130155438 @default.
- W1495704625 cites W2130659813 @default.
- W1495704625 cites W2135190479 @default.
- W1495704625 doi "https://doi.org/10.1109/iadcc.2015.7154710" @default.
- W1495704625 hasPublicationYear "2015" @default.
- W1495704625 type Work @default.
- W1495704625 sameAs 1495704625 @default.
- W1495704625 citedByCount "7" @default.
- W1495704625 countsByYear W14957046252017 @default.
- W1495704625 countsByYear W14957046252018 @default.
- W1495704625 countsByYear W14957046252021 @default.
- W1495704625 countsByYear W14957046252022 @default.
- W1495704625 crossrefType "proceedings-article" @default.
- W1495704625 hasAuthorship W1495704625A5000531819 @default.
- W1495704625 hasAuthorship W1495704625A5042253646 @default.
- W1495704625 hasAuthorship W1495704625A5055219310 @default.
- W1495704625 hasConcept C106131492 @default.
- W1495704625 hasConcept C124101348 @default.
- W1495704625 hasConcept C138885662 @default.
- W1495704625 hasConcept C148483581 @default.
- W1495704625 hasConcept C153180895 @default.
- W1495704625 hasConcept C154945302 @default.
- W1495704625 hasConcept C2776401178 @default.
- W1495704625 hasConcept C31972630 @default.
- W1495704625 hasConcept C41008148 @default.
- W1495704625 hasConcept C41895202 @default.
- W1495704625 hasConcept C52622490 @default.
- W1495704625 hasConcept C95623464 @default.
- W1495704625 hasConceptScore W1495704625C106131492 @default.
- W1495704625 hasConceptScore W1495704625C124101348 @default.
- W1495704625 hasConceptScore W1495704625C138885662 @default.
- W1495704625 hasConceptScore W1495704625C148483581 @default.
- W1495704625 hasConceptScore W1495704625C153180895 @default.
- W1495704625 hasConceptScore W1495704625C154945302 @default.
- W1495704625 hasConceptScore W1495704625C2776401178 @default.
- W1495704625 hasConceptScore W1495704625C31972630 @default.
- W1495704625 hasConceptScore W1495704625C41008148 @default.
- W1495704625 hasConceptScore W1495704625C41895202 @default.
- W1495704625 hasConceptScore W1495704625C52622490 @default.
- W1495704625 hasConceptScore W1495704625C95623464 @default.
- W1495704625 hasLocation W14957046251 @default.
- W1495704625 hasOpenAccess W1495704625 @default.
- W1495704625 hasPrimaryLocation W14957046251 @default.
- W1495704625 hasRelatedWork W1964120219 @default.
- W1495704625 hasRelatedWork W2000165426 @default.
- W1495704625 hasRelatedWork W2144059113 @default.
- W1495704625 hasRelatedWork W2146076056 @default.
- W1495704625 hasRelatedWork W2546942002 @default.
- W1495704625 hasRelatedWork W2563096758 @default.
- W1495704625 hasRelatedWork W2811390910 @default.
- W1495704625 hasRelatedWork W3003836766 @default.
- W1495704625 hasRelatedWork W3010923102 @default.
- W1495704625 hasRelatedWork W2345184372 @default.
- W1495704625 isParatext "false" @default.
- W1495704625 isRetracted "false" @default.
- W1495704625 magId "1495704625" @default.
- W1495704625 workType "article" @default.