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dc.contributor.authorNg, SK.
dc.contributor.authorMcLachlan, G.
dc.contributor.authorBean, R.
dc.contributor.authorNg, S.
dc.contributor.editorM. Boden and T.L. Bailey
dc.date.accessioned2017-05-03T15:26:12Z
dc.date.available2017-05-03T15:26:12Z
dc.date.issued2006
dc.date.modified2010-07-14T07:44:19Z
dc.identifier.urihttp://hdl.handle.net/10072/32085
dc.description.abstractA unified approach of mixed-effects model has been recently proposed for clustering correlated genes from different kinds of microarray experiments. With the so-called EM-based MIXture analysis WIth Random Effects (EMMIX-WIRE) model, both the gene-specific and tissue-specific random effects are taken into account in the (mixture) modelling of microarray data. In this paper, we focus on the applications of the EMMIX-WIRE model to the cluster analysis of microarray data with repeated measurements. In particular, we investigate various forms of covariance structure commonly applicable for replicated microarray data and compare their impact on the final clustering results, using a real data set of microRNA profile and a published yeast galactose data set with known Gene Ontology (GO) listings
dc.description.peerreviewedYes
dc.description.publicationstatusYes
dc.languageEnglish
dc.language.isoeng
dc.publisherAustralian Computer Society, Inc
dc.publisher.placeDarlinghurst, Australia
dc.publisher.urihttp://www.cis.utas.edu.au/ai06/WISB_2006_CFP.pdf
dc.relation.ispartofstudentpublicationN
dc.relation.ispartofconferencenameWorkshop on Intelligent Systems for Bioinformatics (WISB) 2006
dc.relation.ispartofconferencetitleProceedings of the 2006 workshop on Intelligent systems for bioinformatics
dc.relation.ispartofdatefrom2006-12-04
dc.relation.ispartofdateto2006-12-08
dc.relation.ispartoflocationHobart, Australia
dc.rights.retentionY
dc.subject.fieldofresearchcode230204
dc.titleClustering replicated microarray data via mixtures of random effects models for various covariance structures
dc.typeConference output
dc.type.descriptionE1 - Conferences
dc.type.codeE - Conference Publications
gro.date.issued2006
gro.hasfulltextNo Full Text
gro.griffith.authorNg, Shu Kay Angus


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

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