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dc.contributor.authorLim, Chee Chin
dc.contributor.authorElsie Usun, Francis
dc.contributor.authorMohd Yusoff, Mashor, Prof. Dr.
dc.contributor.authorRoseline, Hassan, Dr.
dc.date.accessioned2013-12-13T08:19:45Z
dc.date.available2013-12-13T08:19:45Z
dc.date.issued2012-06-18
dc.identifier.citationp. 595 - 604en_US
dc.identifier.isbn978-967-5760-11-2
dc.identifier.urihttp://dspace.unimap.edu.my/123456789/30509
dc.descriptionThe 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Postgraduates Student Association Ireland (MyPSI), 18th - 19th June 2012 at Putra World Trade Center (PWTC), Kuala Lumpur, Malaysia.en_US
dc.description.abstractThis paper presents a study on sub-types classification of acute leukemia using artificial neural networks. Thirteen morphologival features have been extracted from acute leukemia cells and used as the neural network inputs for the classification. Multilayered Perceptron networks were used to perform the classification task. Multiclass and hierarchy binary class were used to perform and compared using 2000 data samples. The classification results indicating that the hierarchy classifier gives the better overall diagnostic performance compare to the multiclass classification. The overall accuracy of hierarchy classifier is 96.65% whereas the multiclass classifier overall accuracy is 88.55% for 20 hidden nodes.en_US
dc.language.isoenen_US
dc.publisherUniversiti Malaysia Perlis (UniMAP)en_US
dc.relation.ispartofseriesProceedings of the The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012);
dc.subjectAcute leukemiaen_US
dc.subjectAcute Lymphocytic Leukemia (ALL)en_US
dc.subjectAcute Myelogenous Leukemia (AML)en_US
dc.subjectMultilayered Perceptron (MLP)en_US
dc.subjectHierarchicalen_US
dc.subjectMulticlassen_US
dc.subjectNeural networken_US
dc.subjectLevenberg Marquardten_US
dc.titleClassification of acute leukemia sub-types using artificial neural networken_US
dc.typeWorking Paperen_US
dc.contributor.urlcheechin10@gmail.comen_US
dc.contributor.urlelsie_francis86@yahoo.comen_US
dc.contributor.urlyusoff@unimap.edu.myen_US
dc.contributor.urlroslin@kb.usm.myen_US


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