Matches in SemOpenAlex for { <https://semopenalex.org/work/W2956083266> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W2956083266 abstract "In text categorization, the discriminative power of classifiers, dataset characteristics, and construction of the more representative feature set play an important role in classification decisions. Subsequently, in text categorization, filter based feature selection methods are used rather than wrapper and embedded methods. In terms of construction of an illustrative feature set, a number of global and local filter based feature selection methods are used with their respective pros and cons. The inclusion and exclusion of membership and non-membership features in a constructed feature set depends on the discriminative power of the feature selection method. Though, there are few studies which have reported the impact of non-membership features on the classification decision. However, to best of our knowledge, there is no detail study, which calibrates the effectiveness of the feature selection method in terms of inclusion of non-membership features to improve the classification decisions. Consequently, in this paper, we conduct an empirical study to investigate the effectiveness of four well-known filter based feature selection methods, namely IG, χ2, RF, and DF. Subsequently, we perform a case study in the context of classification of the Gang-of-Four software design patterns. The results show that the balance consideration of membership and non-membership features has a positive impact on the performance of the classifier and classification decision can be improved. It has also been concluded that random forest is best among existing methods in considering an equal number of membership and non-membership features and the classifiers show better performance with this method as compare to others." @default.
- W2956083266 created "2019-07-12" @default.
- W2956083266 creator A5004358723 @default.
- W2956083266 creator A5022535739 @default.
- W2956083266 creator A5028592684 @default.
- W2956083266 creator A5049374016 @default.
- W2956083266 date "2018-09-01" @default.
- W2956083266 modified "2023-10-13" @default.
- W2956083266 title "Impact of Membership and Non-membership Features on Classification Decision: An Empirical Study for Appraisal of Feature Selection Methods" @default.
- W2956083266 cites W1426199569 @default.
- W2956083266 cites W2191741682 @default.
- W2956083266 cites W2514998184 @default.
- W2956083266 cites W2540352327 @default.
- W2956083266 cites W2587314106 @default.
- W2956083266 cites W2602655087 @default.
- W2956083266 cites W2608983247 @default.
- W2956083266 cites W2610222147 @default.
- W2956083266 cites W2618607265 @default.
- W2956083266 cites W2803586945 @default.
- W2956083266 doi "https://doi.org/10.23919/iconac.2018.8749009" @default.
- W2956083266 hasPublicationYear "2018" @default.
- W2956083266 type Work @default.
- W2956083266 sameAs 2956083266 @default.
- W2956083266 citedByCount "3" @default.
- W2956083266 countsByYear W29560832662021 @default.
- W2956083266 countsByYear W29560832662022 @default.
- W2956083266 crossrefType "proceedings-article" @default.
- W2956083266 hasAuthorship W2956083266A5004358723 @default.
- W2956083266 hasAuthorship W2956083266A5022535739 @default.
- W2956083266 hasAuthorship W2956083266A5028592684 @default.
- W2956083266 hasAuthorship W2956083266A5049374016 @default.
- W2956083266 hasConcept C105795698 @default.
- W2956083266 hasConcept C106131492 @default.
- W2956083266 hasConcept C110083411 @default.
- W2956083266 hasConcept C119857082 @default.
- W2956083266 hasConcept C120936955 @default.
- W2956083266 hasConcept C124101348 @default.
- W2956083266 hasConcept C138885662 @default.
- W2956083266 hasConcept C148483581 @default.
- W2956083266 hasConcept C151730666 @default.
- W2956083266 hasConcept C153180895 @default.
- W2956083266 hasConcept C154945302 @default.
- W2956083266 hasConcept C169258074 @default.
- W2956083266 hasConcept C2776401178 @default.
- W2956083266 hasConcept C2779343474 @default.
- W2956083266 hasConcept C31972630 @default.
- W2956083266 hasConcept C33923547 @default.
- W2956083266 hasConcept C41008148 @default.
- W2956083266 hasConcept C41895202 @default.
- W2956083266 hasConcept C86803240 @default.
- W2956083266 hasConcept C94124525 @default.
- W2956083266 hasConcept C95623464 @default.
- W2956083266 hasConcept C97931131 @default.
- W2956083266 hasConceptScore W2956083266C105795698 @default.
- W2956083266 hasConceptScore W2956083266C106131492 @default.
- W2956083266 hasConceptScore W2956083266C110083411 @default.
- W2956083266 hasConceptScore W2956083266C119857082 @default.
- W2956083266 hasConceptScore W2956083266C120936955 @default.
- W2956083266 hasConceptScore W2956083266C124101348 @default.
- W2956083266 hasConceptScore W2956083266C138885662 @default.
- W2956083266 hasConceptScore W2956083266C148483581 @default.
- W2956083266 hasConceptScore W2956083266C151730666 @default.
- W2956083266 hasConceptScore W2956083266C153180895 @default.
- W2956083266 hasConceptScore W2956083266C154945302 @default.
- W2956083266 hasConceptScore W2956083266C169258074 @default.
- W2956083266 hasConceptScore W2956083266C2776401178 @default.
- W2956083266 hasConceptScore W2956083266C2779343474 @default.
- W2956083266 hasConceptScore W2956083266C31972630 @default.
- W2956083266 hasConceptScore W2956083266C33923547 @default.
- W2956083266 hasConceptScore W2956083266C41008148 @default.
- W2956083266 hasConceptScore W2956083266C41895202 @default.
- W2956083266 hasConceptScore W2956083266C86803240 @default.
- W2956083266 hasConceptScore W2956083266C94124525 @default.
- W2956083266 hasConceptScore W2956083266C95623464 @default.
- W2956083266 hasConceptScore W2956083266C97931131 @default.
- W2956083266 hasLocation W29560832661 @default.
- W2956083266 hasOpenAccess W2956083266 @default.
- W2956083266 hasPrimaryLocation W29560832661 @default.
- W2956083266 hasRelatedWork W1517228774 @default.
- W2956083266 hasRelatedWork W2034680797 @default.
- W2956083266 hasRelatedWork W2117019857 @default.
- W2956083266 hasRelatedWork W2389704471 @default.
- W2956083266 hasRelatedWork W2621610018 @default.
- W2956083266 hasRelatedWork W2767419625 @default.
- W2956083266 hasRelatedWork W2990537558 @default.
- W2956083266 hasRelatedWork W3210752578 @default.
- W2956083266 hasRelatedWork W4207040723 @default.
- W2956083266 hasRelatedWork W2967426019 @default.
- W2956083266 isParatext "false" @default.
- W2956083266 isRetracted "false" @default.
- W2956083266 magId "2956083266" @default.
- W2956083266 workType "article" @default.