Matches in SemOpenAlex for { <https://semopenalex.org/work/W2969257846> ?p ?o ?g. }
Showing items 1 to 84 of
84
with 100 items per page.
- W2969257846 endingPage "339" @default.
- W2969257846 startingPage "330" @default.
- W2969257846 abstract "In Dynamic Classifier Selection (DCS) techniques, test sample is classified only by the most competent classifiers. Hence, the major problem in DCS is to find the measures by which competence of classifiers in a pool can be calculated to find out the most competent classifiers. To tackle these issues, we suggest a Framework for Dynamic Ensemble Selection (DES) that uses more than one criterion to calculate the base classifier’s competence level. The framework has three major steps. In first step, training data is used to create a pool consisting of different classifiers. In second step meta-classifier training is performed by extracting meta-features from training data. In third step meta-classifier uses meta-features extracted from test sample to perform an ensemble selection and to predict the final output. In this paper, we suggest some improvements in second step (training) and last step (generalization) of the framework. In training phase, four different models are used as meta-classifiers. While in generalization phase, dynamic weighting scheme is used where meta-classifiers will dynamically assign weights to selected competent classifiers based on their competence level and final decision will be aggregated using a weighting voting scheme. The modifications purposed in this paper altogether enhance performance and accuracy of the framework in contrast with other dynamic selection techniques in literature." @default.
- W2969257846 created "2019-08-29" @default.
- W2969257846 creator A5050012170 @default.
- W2969257846 creator A5086660918 @default.
- W2969257846 date "2019-08-24" @default.
- W2969257846 modified "2023-09-27" @default.
- W2969257846 title "A Dynamic Ensemble Selection Framework Using Dynamic Weighting Approach" @default.
- W2969257846 cites W1966455875 @default.
- W2969257846 cites W1988844742 @default.
- W2969257846 cites W2016375676 @default.
- W2969257846 cites W2038705219 @default.
- W2969257846 cites W2062349655 @default.
- W2969257846 cites W2097048139 @default.
- W2969257846 cites W2145940431 @default.
- W2969257846 cites W2278519563 @default.
- W2969257846 cites W2468194642 @default.
- W2969257846 cites W2521335218 @default.
- W2969257846 cites W2585528949 @default.
- W2969257846 cites W2615799874 @default.
- W2969257846 cites W2724383523 @default.
- W2969257846 cites W2754602126 @default.
- W2969257846 cites W2761700016 @default.
- W2969257846 cites W2765779758 @default.
- W2969257846 cites W2780926888 @default.
- W2969257846 cites W2784045057 @default.
- W2969257846 cites W2789731619 @default.
- W2969257846 cites W2792895843 @default.
- W2969257846 cites W2793304295 @default.
- W2969257846 cites W2794124609 @default.
- W2969257846 cites W2800326138 @default.
- W2969257846 cites W2949694084 @default.
- W2969257846 doi "https://doi.org/10.1007/978-3-030-29516-5_25" @default.
- W2969257846 hasPublicationYear "2019" @default.
- W2969257846 type Work @default.
- W2969257846 sameAs 2969257846 @default.
- W2969257846 citedByCount "2" @default.
- W2969257846 countsByYear W29692578462022 @default.
- W2969257846 countsByYear W29692578462023 @default.
- W2969257846 crossrefType "book-chapter" @default.
- W2969257846 hasAuthorship W2969257846A5050012170 @default.
- W2969257846 hasAuthorship W2969257846A5086660918 @default.
- W2969257846 hasConcept C106135958 @default.
- W2969257846 hasConcept C119857082 @default.
- W2969257846 hasConcept C124101348 @default.
- W2969257846 hasConcept C126838900 @default.
- W2969257846 hasConcept C153180895 @default.
- W2969257846 hasConcept C154945302 @default.
- W2969257846 hasConcept C183115368 @default.
- W2969257846 hasConcept C40651066 @default.
- W2969257846 hasConcept C41008148 @default.
- W2969257846 hasConcept C45942800 @default.
- W2969257846 hasConcept C71924100 @default.
- W2969257846 hasConcept C95623464 @default.
- W2969257846 hasConceptScore W2969257846C106135958 @default.
- W2969257846 hasConceptScore W2969257846C119857082 @default.
- W2969257846 hasConceptScore W2969257846C124101348 @default.
- W2969257846 hasConceptScore W2969257846C126838900 @default.
- W2969257846 hasConceptScore W2969257846C153180895 @default.
- W2969257846 hasConceptScore W2969257846C154945302 @default.
- W2969257846 hasConceptScore W2969257846C183115368 @default.
- W2969257846 hasConceptScore W2969257846C40651066 @default.
- W2969257846 hasConceptScore W2969257846C41008148 @default.
- W2969257846 hasConceptScore W2969257846C45942800 @default.
- W2969257846 hasConceptScore W2969257846C71924100 @default.
- W2969257846 hasConceptScore W2969257846C95623464 @default.
- W2969257846 hasLocation W29692578461 @default.
- W2969257846 hasOpenAccess W2969257846 @default.
- W2969257846 hasPrimaryLocation W29692578461 @default.
- W2969257846 hasRelatedWork W1985828740 @default.
- W2969257846 hasRelatedWork W2015916203 @default.
- W2969257846 hasRelatedWork W2194383319 @default.
- W2969257846 hasRelatedWork W2556526190 @default.
- W2969257846 hasRelatedWork W2782764416 @default.
- W2969257846 hasRelatedWork W2803273122 @default.
- W2969257846 hasRelatedWork W2886126675 @default.
- W2969257846 hasRelatedWork W2941606940 @default.
- W2969257846 hasRelatedWork W3202701980 @default.
- W2969257846 hasRelatedWork W4297644051 @default.
- W2969257846 isParatext "false" @default.
- W2969257846 isRetracted "false" @default.
- W2969257846 magId "2969257846" @default.
- W2969257846 workType "book-chapter" @default.