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dc.contributor.authorCohen, Michaelen_US
dc.contributor.authorPaliwal, Kuldipen_US
dc.contributor.editorMadhu Chetty, Shandar Ahmad, Alioune Ngom, Shyh Wei Tengen_US
dc.date.accessioned2017-05-03T13:01:17Z
dc.date.available2017-05-03T13:01:17Z
dc.date.issued2008en_US
dc.date.modified2009-06-18T08:51:03Z
dc.identifier.refurihttp://www.infotech.monash.edu.au/about/news/conferences/prib08/en_AU
dc.identifier.urihttp://hdl.handle.net/10072/24328
dc.description.abstractIn this paper we implement and test the recently described nearest subspace classifier on a range of microarray cancer datasets. Its classification accuracy is tested against nearest neighbor and nearest centroid algorithms, and is shown to give a significant improvement. This classification system uses class-dependent PCA to construct a subspace for each class. Test vectors are assigned the class label of the nearest subspace, which is defined as the minimum reconstruction error across all subspaces. Furthermore, we demonstrate this distance measure is equivalent to the null-space component of the vector being analyzed.en_US
dc.description.peerreviewedYesen_US
dc.description.publicationstatusYesen_AU
dc.languageEnglishen_US
dc.language.isoen_AU
dc.publisherSpringeren_US
dc.publisher.placeNetherlandsen_US
dc.publisher.urihttp://www.infotech.monash.edu.au/about/news/conferences/prib08/en_AU
dc.relation.ispartofstudentpublicationNen_AU
dc.relation.ispartofconferencenameThird IAPR International Conference on Pattern Recognition in Bioinformatocs (PRIB 2008)en_US
dc.relation.ispartofconferencetitleSupplementary Proceedings [of the] Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB 2008)en_US
dc.relation.ispartofdatefrom2008-10-15en_US
dc.relation.ispartofdateto2008-10-17en_US
dc.relation.ispartoflocationMelbourne, Australiaen_US
dc.rights.retentionYen_AU
dc.subject.fieldofresearchPattern Recognition and Data Miningen_US
dc.subject.fieldofresearchcode080109en_US
dc.titleClassifying microarray cancer datasets using nearest subspace classificationen_US
dc.typeConference outputen_US
dc.type.descriptionE1 - Conference Publications (HERDC)en_US
dc.type.codeE - Conference Publicationsen_US
gro.facultyGriffith Sciences, Griffith School of Engineeringen_US
gro.date.issued2008
gro.hasfulltextNo Full Text


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

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