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An Accurate and Easy to Interpret Binary Classifier Based on Association Rules Using Implication Intensity and Majority Vote
dc.contributor.author | Ghanem, Souhila | |
dc.contributor.author | Couturier, Raphaël | |
dc.contributor.author | Gregori, Pablo | |
dc.date.accessioned | 2021-07-21T10:54:52Z | |
dc.date.available | 2021-07-21T10:54:52Z | |
dc.date.issued | 2021-06-01 | |
dc.identifier.citation | Ghanem, S.; Couturier, R.; Gregori, P. An Accurate and Easy to Interpret Binary Classifier Based on Association Rules Using Implication Intensity and Majority Vote. Mathematics 2021, 9, 1315. https:// doi.org/10.3390/math9121315 | ca_CA |
dc.identifier.issn | 2227-7390 | |
dc.identifier.uri | http://hdl.handle.net/10234/194101 | |
dc.description.abstract | In supervised learning, classifiers range from simpler, more interpretable and generally less accurate ones (e.g., CART, C4.5, J48) to more complex, less interpretable and more accurate ones (e.g., neural networks, SVM). In this tradeoff between interpretability and accuracy, we propose a new classifier based on association rules, that is to say, both easy to interpret and leading to relevant accuracy. To illustrate this proposal, its performance is compared to other widely used methods on six open access datasets. | ca_CA |
dc.format.extent | 12 p. | ca_CA |
dc.format.mimetype | application/pdf | ca_CA |
dc.language.iso | eng | ca_CA |
dc.publisher | Multidisciplinary Digital Publishing Institute | ca_CA |
dc.relation.isPartOf | Mathematics 2021, 9(12), 1315 | ca_CA |
dc.rights.uri | http://creativecommons.org/licenses/by-sa/4.0/ | ca_CA |
dc.subject | Classification | ca_CA |
dc.subject | Association rules | ca_CA |
dc.subject | Open access datasets | ca_CA |
dc.subject | Statistical implicative analysis | ca_CA |
dc.title | An Accurate and Easy to Interpret Binary Classifier Based on Association Rules Using Implication Intensity and Majority Vote | ca_CA |
dc.type | info:eu-repo/semantics/article | ca_CA |
dc.identifier.doi | 10.3390/math9121315 | |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | ca_CA |
dc.relation.publisherVersion | https://www.mdpi.com/2227-7390/9/12/1315 | ca_CA |
dc.type.version | info:eu-repo/semantics/publishedVersion | ca_CA |
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