dc.creatorRAUDEL HERNANDEZ LEON
dc.creatorJesús Ariel Carrasco Ochoa
dc.creatorJosé Francisco Martínez Trinidad
dc.date2012
dc.date.accessioned2023-07-25T16:24:28Z
dc.date.available2023-07-25T16:24:28Z
dc.identifierhttp://inaoe.repositorioinstitucional.mx/jspui/handle/1009/1856
dc.identifier.urihttps://repositorioslatinoamericanos.uchile.cl/handle/2250/7807047
dc.descriptionIn this paper, an accurate classifier based on Class Association Rules (CARs), called CAR-NF, is proposed. CAR-NF introduces a new strategy for computing CARs, using the Netconf as measure of interest, that allows to prune the CAR search space for building specific rules with high Netconf. Moreover, we propose and prove a proposition that supports the use of a Netconf threshold value equal to 0.5 for mining the CARs. Additionally, a new way for ordering the set of CARs based on their rule sizes and Netconf values is introduced in CAR-NF. The ordering strategy together with the "Best K rules" satisfaction mechanism allows CAR-NF to have better accuracy than CBA, CMAR, CPAR, TFPC and HARMONY classifiers, the best classifiers based on CARs reported in the literature.
dc.formatapplication/pdf
dc.languageeng
dc.publisherResearchGate
dc.relationcitation:Hernández-León, R., et al., (2012). CAR-NF: A classifier based on specific rules with high netconf, (ResearchGate): 1-38
dc.rightsinfo:eu-repo/semantics/openAccess
dc.rightshttp://creativecommons.org/licenses/by-nc-nd/4.0
dc.subjectinfo:eu-repo/classification/Data mining/Data mining
dc.subjectinfo:eu-repo/classification/Supervised Classification/Supervised Classification
dc.subjectinfo:eu-repo/classification/Class Association Rules/Class Association Rules
dc.subjectinfo:eu-repo/classification/Association Rule Mining/Association Rule Mining
dc.subjectinfo:eu-repo/classification/cti/1
dc.subjectinfo:eu-repo/classification/cti/12
dc.subjectinfo:eu-repo/classification/cti/1203
dc.subjectinfo:eu-repo/classification/cti/1203
dc.titleCAR-NF: A classier based on specic rules with high netconf
dc.typeinfo:eu-repo/semantics/article
dc.typeinfo:eu-repo/semantics/acceptedVersion
dc.audiencestudents
dc.audienceresearchers
dc.audiencegeneralPublic


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