Classification of acute leukemia sub-types using artificial neural network
The 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 Po...
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Universiti Malaysia Perlis (UniMAP)
2013
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my.unimap-305092014-06-27T09:45:27Z Classification of acute leukemia sub-types using artificial neural network Lim, Chee Chin Elsie Usun, Francis Mohd Yusoff, Mashor, Prof. Dr. Roseline, Hassan, Dr. cheechin10@gmail.com elsie_francis86@yahoo.com yusoff@unimap.edu.my roslin@kb.usm.my Acute leukemia Acute Lymphocytic Leukemia (ALL) Acute Myelogenous Leukemia (AML) Multilayered Perceptron (MLP) Hierarchical Multiclass Neural network Levenberg Marquardt The 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. This 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. 2013-12-13T08:19:45Z 2013-12-13T08:19:45Z 2012-06-18 Working Paper p. 595 - 604 978-967-5760-11-2 http://hdl.handle.net/123456789/30509 en Proceedings of the The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012); Universiti Malaysia Perlis (UniMAP) |
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English |
| topic |
Acute leukemia Acute Lymphocytic Leukemia (ALL) Acute Myelogenous Leukemia (AML) Multilayered Perceptron (MLP) Hierarchical Multiclass Neural network Levenberg Marquardt |
| spellingShingle |
Acute leukemia Acute Lymphocytic Leukemia (ALL) Acute Myelogenous Leukemia (AML) Multilayered Perceptron (MLP) Hierarchical Multiclass Neural network Levenberg Marquardt Lim, Chee Chin Elsie Usun, Francis Mohd Yusoff, Mashor, Prof. Dr. Roseline, Hassan, Dr. Classification of acute leukemia sub-types using artificial neural network |
| description |
The 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. |
| author2 |
cheechin10@gmail.com |
| author_facet |
cheechin10@gmail.com Lim, Chee Chin Elsie Usun, Francis Mohd Yusoff, Mashor, Prof. Dr. Roseline, Hassan, Dr. |
| format |
Working Paper |
| author |
Lim, Chee Chin Elsie Usun, Francis Mohd Yusoff, Mashor, Prof. Dr. Roseline, Hassan, Dr. |
| author_sort |
Lim, Chee Chin |
| title |
Classification of acute leukemia sub-types using artificial neural network |
| title_short |
Classification of acute leukemia sub-types using artificial neural network |
| title_full |
Classification of acute leukemia sub-types using artificial neural network |
| title_fullStr |
Classification of acute leukemia sub-types using artificial neural network |
| title_full_unstemmed |
Classification of acute leukemia sub-types using artificial neural network |
| title_sort |
classification of acute leukemia sub-types using artificial neural network |
| publisher |
Universiti Malaysia Perlis (UniMAP) |
| publishDate |
2013 |
| url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/30509 |
| _version_ |
1643795622656999424 |