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Clustering the Behavior of Objective Measures in Associative Classifiers

dc.contributor.authorDall'Agnol, Maicon [UNESP]
dc.contributor.authorDe Carvalho, Veronica Oliveira [UNESP]
dc.contributor.institutionUniversidade Estadual Paulista (UNESP)
dc.date.accessioned2025-04-29T18:38:12Z
dc.date.issued2023-01-01
dc.description.abstractAssociative classifiers (ACs) have been widely used in several domains due to their inherent interpretability, with CBA being the most used algorithm in the family. They are built in steps, one of them aimed at ranking the rules, usually performed through objective measures (OMs). Aiming to improve its performance, works seek to modify its sorting step (i) using new measures and/or existing measures individually or (ii) aggregating existing measures to use them simultaneously. However, more than 60 OMs are available in the literature. Therefore, this work aims to group these OMs according to their performance when applied in the ACs sorting step. 15 groups were obtained, which are ranked according to their performance. This work contributes to the improvement and/or development of works, providing guidance for choosing the most appropriate OMs. An example of the impact of the groups obtained is also presented.en
dc.description.affiliationInstituto de Geociências e Ciências Exatas (IGCE) Universidade Estadual Paulista (Unesp)
dc.description.affiliationUnespInstituto de Geociências e Ciências Exatas (IGCE) Universidade Estadual Paulista (Unesp)
dc.identifierhttp://dx.doi.org/10.23919/CISTI58278.2023.10211946
dc.identifier.citationIberian Conference on Information Systems and Technologies, CISTI, v. 2023-June.
dc.identifier.doi10.23919/CISTI58278.2023.10211946
dc.identifier.issn2166-0735
dc.identifier.issn2166-0727
dc.identifier.scopus2-s2.0-85169817271
dc.identifier.urihttps://hdl.handle.net/11449/298813
dc.language.isoeng
dc.relation.ispartofIberian Conference on Information Systems and Technologies, CISTI
dc.sourceScopus
dc.subjectAssociative Classifiers
dc.subjectClustering
dc.subjectObjective Measures
dc.subjectRule Ranking
dc.subjectAssociative classifiers
dc.subjectClusterings
dc.subjectInterpretability
dc.subjectObjective measure
dc.subjectPerformance
dc.subjectRule ranking
dc.titleClustering the Behavior of Objective Measures in Associative Classifiersen
dc.typeTrabalho apresentado em eventopt
dspace.entity.typePublication
unesp.campusUniversidade Estadual Paulista (UNESP), Instituto de Geociências e Ciências Exatas, Rio Claropt

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