Matches in SemOpenAlex for { <https://semopenalex.org/work/W2898737318> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W2898737318 abstract "Accurate classification of multiclass data with complex distribution is still a challenge. One of the effective ways to deal with complex data is to design a dynamic classifier in which for a given test sample, the selected ensembles of classifiers (EoCs) are changed to provide the maximum accuracy. Nevertheless, the performance of dynamic classifiers is highly dependent to its selection mechanism, which sometimes selects improper EoCs. This study aims to present an efficient selection procedure to enhance the performance of the dynamic classification by assignment of competence value to the labeling process. Prior to the classification phase, the probability distribution of samples for each class is separately estimated and an importance value (weight) is assigned to each sample according to its probability on the distribution. Next, the weight of samples is incorporated to the training phase and to find a better set of EoCs, multi-objective genetic algorithm is used to select those with higher accuracy simultaneous with diminishing the complexity. To evaluate the proposed scheme, nine datasets which coverall different aspects were driven from UCI database. Empirical results imply the superiority of the proposed method compared to the conventional dynamic selection methods." @default.
- W2898737318 created "2018-11-09" @default.
- W2898737318 creator A5033102975 @default.
- W2898737318 creator A5079098947 @default.
- W2898737318 date "2017-10-01" @default.
- W2898737318 modified "2023-09-24" @default.
- W2898737318 title "Presenting an efficient selection method for dynamic classifiers" @default.
- W2898737318 cites W1595498733 @default.
- W2898737318 cites W2062349655 @default.
- W2898737318 cites W2094169479 @default.
- W2898737318 cites W2098154993 @default.
- W2898737318 cites W2140638728 @default.
- W2898737318 cites W2145180631 @default.
- W2898737318 cites W2145940431 @default.
- W2898737318 doi "https://doi.org/10.1109/aisp.2017.8515160" @default.
- W2898737318 hasPublicationYear "2017" @default.
- W2898737318 type Work @default.
- W2898737318 sameAs 2898737318 @default.
- W2898737318 citedByCount "0" @default.
- W2898737318 crossrefType "proceedings-article" @default.
- W2898737318 hasAuthorship W2898737318A5033102975 @default.
- W2898737318 hasAuthorship W2898737318A5079098947 @default.
- W2898737318 hasConcept C119857082 @default.
- W2898737318 hasConcept C124101348 @default.
- W2898737318 hasConcept C154945302 @default.
- W2898737318 hasConcept C41008148 @default.
- W2898737318 hasConcept C81917197 @default.
- W2898737318 hasConcept C95623464 @default.
- W2898737318 hasConceptScore W2898737318C119857082 @default.
- W2898737318 hasConceptScore W2898737318C124101348 @default.
- W2898737318 hasConceptScore W2898737318C154945302 @default.
- W2898737318 hasConceptScore W2898737318C41008148 @default.
- W2898737318 hasConceptScore W2898737318C81917197 @default.
- W2898737318 hasConceptScore W2898737318C95623464 @default.
- W2898737318 hasLocation W28987373181 @default.
- W2898737318 hasOpenAccess W2898737318 @default.
- W2898737318 hasPrimaryLocation W28987373181 @default.
- W2898737318 hasRelatedWork W1810997270 @default.
- W2898737318 hasRelatedWork W1886659937 @default.
- W2898737318 hasRelatedWork W2002271516 @default.
- W2898737318 hasRelatedWork W2009126368 @default.
- W2898737318 hasRelatedWork W2124426131 @default.
- W2898737318 hasRelatedWork W2165607334 @default.
- W2898737318 hasRelatedWork W2354927341 @default.
- W2898737318 hasRelatedWork W2371142864 @default.
- W2898737318 hasRelatedWork W2550202015 @default.
- W2898737318 hasRelatedWork W2553828788 @default.
- W2898737318 hasRelatedWork W2560576162 @default.
- W2898737318 hasRelatedWork W2765779758 @default.
- W2898737318 hasRelatedWork W2952995692 @default.
- W2898737318 hasRelatedWork W3031496362 @default.
- W2898737318 hasRelatedWork W3035173080 @default.
- W2898737318 hasRelatedWork W3153852854 @default.
- W2898737318 hasRelatedWork W3171242759 @default.
- W2898737318 hasRelatedWork W1531652497 @default.
- W2898737318 hasRelatedWork W2243371756 @default.
- W2898737318 hasRelatedWork W3121815800 @default.
- W2898737318 isParatext "false" @default.
- W2898737318 isRetracted "false" @default.
- W2898737318 magId "2898737318" @default.
- W2898737318 workType "article" @default.