Matches in SemOpenAlex for { <https://semopenalex.org/work/W2000800815> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W2000800815 endingPage "331" @default.
- W2000800815 startingPage "322" @default.
- W2000800815 abstract "An ensemble method produces diverse classifiers and combines their decisions for ensemble’s decision. A numberof methods have been investigated for constructing ensemble in which some of them train classifiers with the generatedpatterns. This study investigates a new technique of training pattern generation that is easy and effective for ensemble construction. The method modifies feature values of some patterns with the values of other patterns to generate different patterns for different classifiers. The ensemble of decision trees based on the proposed technique was evaluated using a suite of 30 benchmark classification problems, and was found to achieve performance better than or competitive with related conventional methods. Furthermore, two different hybrid ensemble methods have been investigated incorporating the proposed technique of pattern generation with two popular ensemble methods bagging and random subspace method (RSM). It is found that the performance of bagging and RSM algorithms can be improved by incorporating feature values modification with their training processes. Experimental investigation of different types of modification techniques finds that feature values modification with pattern values in the same class is better for generalization." @default.
- W2000800815 created "2016-06-24" @default.
- W2000800815 creator A5018767527 @default.
- W2000800815 creator A5043721074 @default.
- W2000800815 creator A5076945527 @default.
- W2000800815 date "2013-01-01" @default.
- W2000800815 modified "2023-10-03" @default.
- W2000800815 title "Pattern Generation through Feature Values Modification and Decision Tree Ensemble Construction" @default.
- W2000800815 cites W1556182636 @default.
- W2000800815 cites W1967646346 @default.
- W2000800815 cites W1974614303 @default.
- W2000800815 cites W1981403533 @default.
- W2000800815 cites W1989051175 @default.
- W2000800815 cites W1992018127 @default.
- W2000800815 cites W2005549996 @default.
- W2000800815 cites W2026254555 @default.
- W2000800815 cites W2033144154 @default.
- W2000800815 cites W2033623684 @default.
- W2000800815 cites W2061119986 @default.
- W2000800815 cites W2073883415 @default.
- W2000800815 cites W2084812512 @default.
- W2000800815 cites W2100805904 @default.
- W2000800815 cites W2112076978 @default.
- W2000800815 cites W2113242816 @default.
- W2000800815 cites W2115405795 @default.
- W2000800815 cites W2152761983 @default.
- W2000800815 cites W2167114860 @default.
- W2000800815 cites W2168046285 @default.
- W2000800815 cites W2912934387 @default.
- W2000800815 cites W2966207845 @default.
- W2000800815 cites W3152294918 @default.
- W2000800815 doi "https://doi.org/10.7763/ijmlc.2013.v3.331" @default.
- W2000800815 hasPublicationYear "2013" @default.
- W2000800815 type Work @default.
- W2000800815 sameAs 2000800815 @default.
- W2000800815 citedByCount "4" @default.
- W2000800815 countsByYear W20008008152016 @default.
- W2000800815 countsByYear W20008008152018 @default.
- W2000800815 countsByYear W20008008152019 @default.
- W2000800815 crossrefType "journal-article" @default.
- W2000800815 hasAuthorship W2000800815A5018767527 @default.
- W2000800815 hasAuthorship W2000800815A5043721074 @default.
- W2000800815 hasAuthorship W2000800815A5076945527 @default.
- W2000800815 hasBestOaLocation W20008008151 @default.
- W2000800815 hasConcept C113174947 @default.
- W2000800815 hasConcept C124101348 @default.
- W2000800815 hasConcept C134306372 @default.
- W2000800815 hasConcept C138885662 @default.
- W2000800815 hasConcept C153180895 @default.
- W2000800815 hasConcept C154945302 @default.
- W2000800815 hasConcept C2776401178 @default.
- W2000800815 hasConcept C33923547 @default.
- W2000800815 hasConcept C41008148 @default.
- W2000800815 hasConcept C41895202 @default.
- W2000800815 hasConcept C84525736 @default.
- W2000800815 hasConceptScore W2000800815C113174947 @default.
- W2000800815 hasConceptScore W2000800815C124101348 @default.
- W2000800815 hasConceptScore W2000800815C134306372 @default.
- W2000800815 hasConceptScore W2000800815C138885662 @default.
- W2000800815 hasConceptScore W2000800815C153180895 @default.
- W2000800815 hasConceptScore W2000800815C154945302 @default.
- W2000800815 hasConceptScore W2000800815C2776401178 @default.
- W2000800815 hasConceptScore W2000800815C33923547 @default.
- W2000800815 hasConceptScore W2000800815C41008148 @default.
- W2000800815 hasConceptScore W2000800815C41895202 @default.
- W2000800815 hasConceptScore W2000800815C84525736 @default.
- W2000800815 hasLocation W20008008151 @default.
- W2000800815 hasLocation W20008008152 @default.
- W2000800815 hasOpenAccess W2000800815 @default.
- W2000800815 hasPrimaryLocation W20008008151 @default.
- W2000800815 hasRelatedWork W2015538044 @default.
- W2000800815 hasRelatedWork W2016461833 @default.
- W2000800815 hasRelatedWork W2052253960 @default.
- W2000800815 hasRelatedWork W2147802381 @default.
- W2000800815 hasRelatedWork W2154383834 @default.
- W2000800815 hasRelatedWork W2348097614 @default.
- W2000800815 hasRelatedWork W2382607599 @default.
- W2000800815 hasRelatedWork W2760085659 @default.
- W2000800815 hasRelatedWork W3197541072 @default.
- W2000800815 hasRelatedWork W2480412556 @default.
- W2000800815 isParatext "false" @default.
- W2000800815 isRetracted "false" @default.
- W2000800815 magId "2000800815" @default.
- W2000800815 workType "article" @default.