A constructive particle swarm algorithm for fuzzy clustering

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dc.contributor.authorSzabo A.
dc.contributor.authorDe Castro L.N.
dc.contributor.authorDelgado M.R.
dc.date.accessioned2024-03-13T01:07:30Z
dc.date.available2024-03-13T01:07:30Z
dc.date.issued2012
dc.description.abstractThis paper proposes a fuzzy version of the crisp cPSC (Constructive Particle Swarm Clustering), called FcPSC (Fuzzy Constructive Particle Swarm Clustering). In addition to detecting fuzzy clusters, the proposed algorithm dynamically determines a suitable number of clusters in the datasets without the need of prior knowledge, necessary in cPSC to control the number of particles in the swarm. The FcPSC algorithm was applied to six databases from the literature and its performance was compared with that of Fuzzy C-Means, a Fuzzy Artificial Immune Network, a Fuzzy Particle Swarm Clustering and the crisp cPSC. FcPSC showed to be competitive with the algorithms used for comparison and the number of particles generated was smaller than for cPSC. © 2012 Springer-Verlag.
dc.description.firstpage390
dc.description.lastpage398
dc.description.volume7435 LNCS
dc.identifier.doi10.1007/978-3-642-32639-4_48
dc.identifier.issn0302-9743
dc.identifier.urihttps://dspace.mackenzie.br/handle/10899/36776
dc.relation.ispartofLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
dc.rightsAcesso Restrito
dc.subject.otherlanguageArtificial Immune System
dc.subject.otherlanguageBioinspired Algorithms
dc.subject.otherlanguageDynamic Population
dc.subject.otherlanguageFuzzy Clustering
dc.subject.otherlanguageParticle Swarm
dc.titleA constructive particle swarm algorithm for fuzzy clustering
dc.typeArtigo de evento
local.scopus.citations3
local.scopus.eid2-s2.0-84864981621
local.scopus.subjectArtificial Immune System
local.scopus.subjectBio-inspired algorithms
local.scopus.subjectData sets
local.scopus.subjectDynamic population
local.scopus.subjectFuzzy artificial immune networks
local.scopus.subjectFuzzy C mean
local.scopus.subjectFuzzy clusters
local.scopus.subjectFuzzy particle swarm
local.scopus.subjectFuzzy version
local.scopus.subjectNumber of clusters
local.scopus.subjectParticle swarm
local.scopus.subjectParticle swarm algorithm
local.scopus.subjectPrior knowledge
local.scopus.updated2024-05-01
local.scopus.urlhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84864981621&origin=inward
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