Please use this identifier to cite or link to this item: https://doi.org/10.1109/TSMCC.2004.841911
DC FieldValue
dc.titleA distributed evolutionary classifier for knowledge discovery in data mining
dc.contributor.authorTan, K.C.
dc.contributor.authorYu, Q.
dc.contributor.authorLee, T.H.
dc.date.accessioned2014-06-16T09:26:44Z
dc.date.available2014-06-16T09:26:44Z
dc.date.issued2005-05
dc.identifier.citationTan, K.C., Yu, Q., Lee, T.H. (2005-05). A distributed evolutionary classifier for knowledge discovery in data mining. IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews 35 (2) : 131-142. ScholarBank@NUS Repository. https://doi.org/10.1109/TSMCC.2004.841911
dc.identifier.issn10946977
dc.identifier.urihttp://scholarbank.nus.edu.sg/handle/10635/54082
dc.description.abstractThis paper presents a distributed coevolutionary classifier (DCC) for extracting comprehensible rules in data mining. It allows different species to be evolved cooperatively and simultaneously, while the computational workload is shared among multiple computers over the Internet. Through the intercommunications among different species of rules and rule sets in a distributed manner, the concurrent processing and computational speed of the coevolutionary classifiers are enhanced. The advantage and performance of the proposed DCC are validated upon various datasets obtained from the UCI machine learning repository. It is shown that the predicting accuracy of DCC is robust and the computation time is reduced as the number of remote engines increases. Comparison results illustrate that the DCC produces good classification rules for the datasets, which are competitive as compared to existing classifiers in literature. © 2005 IEEE.
dc.description.urihttp://libproxy1.nus.edu.sg/login?url=http://dx.doi.org/10.1109/TSMCC.2004.841911
dc.sourceScopus
dc.subjectClassification
dc.subjectCoevolution
dc.subjectData mining
dc.subjectEvolutionary algorithms (EA)
dc.typeArticle
dc.contributor.departmentELECTRICAL & COMPUTER ENGINEERING
dc.description.doi10.1109/TSMCC.2004.841911
dc.description.sourcetitleIEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews
dc.description.volume35
dc.description.issue2
dc.description.page131-142
dc.description.codenITCRF
dc.identifier.isiut000228566600002
Appears in Collections:Staff Publications

Show simple item record
Files in This Item:
There are no files associated with this item.

SCOPUSTM   
Citations

19
checked on Jul 10, 2019

WEB OF SCIENCETM
Citations

12
checked on Jul 10, 2019

Page view(s)

58
checked on Jun 22, 2019

Google ScholarTM

Check

Altmetric


Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.