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dc.contributor.authorCurtis, M
dc.contributor.authorLewis, A
dc.date.accessioned2017-11-30T06:22:35Z
dc.date.available2017-11-30T06:22:35Z
dc.date.issued2016
dc.identifier.isbn9781509006229
dc.identifier.doi10.1109/CEC.2016.7743862
dc.identifier.urihttp://hdl.handle.net/10072/124116
dc.description.abstractAbstract: A general MOPSO algorithm was applied to ZDT1-4. Bias in the archive solutions was observed in the initialisation of the archive solutions. The bias continued until simulation end because a general MOPSO algorithm does not contain any explicit way to correct bias in its archive. Pareto dominance testing was discovered to be a main contributor to the bias. Bias was also introduced by the target's problem landscape. Crowding distance was used to try to correct the bias, but was not generally successful in treating the effects of landscape bias. It was however successful in treating the effects of bias in the density of archive solutions. Such techniques treat the symptoms of bias. With a better understanding of the reasons for algorithm behaviour, it may be possible to develop techniques that treat the cause of bias instead.
dc.description.peerreviewedYes
dc.languageEnglish
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)
dc.publisher.placeCanada
dc.relation.ispartofconferencenameIEEE CEC 2016
dc.relation.ispartofconferencetitle2016 IEEE Congress on Evolutionary Computation, CEC 2016
dc.relation.ispartofdatefrom2016-07-24
dc.relation.ispartofdateto2016-07-29
dc.relation.ispartoflocationVancouver, Canada
dc.relation.ispartofpagefrom711
dc.relation.ispartofpageto718
dc.subject.fieldofresearchArtificial Intelligence and Image Processing not elsewhere classified
dc.subject.fieldofresearchcode080199
dc.titleThe Effect of Bias on Particle Behaviour for MOPSO
dc.typeConference output
dc.type.descriptionE1 - Conferences
dc.type.codeE - Conference Publications
gro.facultyGriffith Sciences, School of Information and Communication Technology
gro.hasfulltextNo Full Text
gro.griffith.authorLewis, Andrew J.
gro.griffith.authorCurtis, Mathew K.


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    Contains papers delivered by Griffith authors at national and international conferences.

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