CPSCLASS: A constructive particle swarm classifier

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dc.contributor.authorSzabo A.
dc.contributor.authorDe Castro L.N.
dc.date.accessioned2024-03-13T01:08:22Z
dc.date.available2024-03-13T01:08:22Z
dc.date.issued2012
dc.description.abstractThe data classification task is one of the main tasks within the knowledge discovering from databases field. Its goal is to allow the correct classification of new objects (records from a database), unknown to the classifier, based upon the extraction of knowledge from objects whose classes are known a priori. The known data can be used to generate a classification model, or simply to infer the class of new objects from those whose classes are known. This paper presents a proposal for a classification algorithm, called Constructive Particle Swarm Classifier (cPSClass), which uses mechanisms from the Particles Swarm Clustering algorithm and Artificial Immune Systems to determine dynamically the number of prototypes from a database and use them to predict the correct class to which a new input object should belong. For performance evaluation the cPSClass was applied to several datasets from the literature and its performance was compared with that of its predecessor version, the nonconstructive Particle Swarm Classifier, and also to some classic algorithms from the literature. © 2012 Imperial College Press.
dc.description.issuenumber1
dc.description.volume11
dc.identifier.doi10.1142/S146902681250006X
dc.identifier.issn1469-0268
dc.identifier.urihttps://dspace.mackenzie.br/handle/10899/36825
dc.relation.ispartofInternational Journal of Computational Intelligence and Applications
dc.rightsAcesso Restrito
dc.subject.otherlanguageartificial immune systems
dc.subject.otherlanguagedata classification
dc.subject.otherlanguagedata mining
dc.subject.otherlanguageParticle swarm
dc.subject.otherlanguagevector quantization
dc.titleCPSCLASS: A constructive particle swarm classifier
dc.typeArtigo
local.scopus.citations1
local.scopus.eid2-s2.0-84859740852
local.scopus.subjectArtificial Immune System
local.scopus.subjectClassic algorithm
local.scopus.subjectClassification algorithm
local.scopus.subjectClassification models
local.scopus.subjectData classification
local.scopus.subjectData sets
local.scopus.subjectMain tasks
local.scopus.subjectParticle swarm
local.scopus.subjectPerformance evaluation
local.scopus.updated2024-05-01
local.scopus.urlhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84859740852&origin=inward
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