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Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP)

Proceeding of The Symposium on Industrial Electronics and Applications (ISIEA 2011), at Langkawi, Malaysia on 25 September 2011 through 28 September. 2011. Link to publisher's homepage at http://ezproxy.unimap.edu.my:2080/Xplore/dynhome.jsp

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Bibliographic Details
Main Authors: Mohd Yusoff, Mashor, Prof. Dr., R, Hassan Dr., Azian Azamimi, Abdullah
Other Authors: azamimi@unimap.edu.my
Format: Working Paper
Language:English
Published: IEEE Conference Publications 2014
Subjects:
Bone marrow
Levenberg Marquardt
MLP
Leukemia
Online Access:http://dspace.unimap.edu.my:80/dspace/handle/123456789/35458
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spelling my.unimap-354582014-06-13T03:11:43Z Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP) Mohd Yusoff, Mashor, Prof. Dr. R, Hassan Dr. Azian Azamimi, Abdullah azamimi@unimap.edu.my yusoff@unimap.edu.my Bone marrow Levenberg Marquardt MLP Leukemia Proceeding of The Symposium on Industrial Electronics and Applications (ISIEA 2011), at Langkawi, Malaysia on 25 September 2011 through 28 September. 2011. Link to publisher's homepage at http://ezproxy.unimap.edu.my:2080/Xplore/dynhome.jsp The ability to screen between normal and abnormal bone marrow slide images with high accuracy rate is very much needed before going for the classification of the types and subtypes of Leukemia. Beforehand, the bone marrow slide images will be implemented with digital image processing techniques which include image enhancement, image segmentation and feature extraction. They are 13 features that have been extracted from every white blood cell on both normal and abnormal bone marrow slide images. These extracted features include area, perimeter, radius, circularity, mean value for red, blue and green respectively, standard deviation and variance also from red, blue and green respectively. In this paper, the neural network based classifier, Multilayer Perceptron (MLP) is used for screening task. The MLP network is trained using the Levenberg Marquardt (LM) training algorithm. The extracted features were assigned as data input to the network and the result of the screening has been proven to have high accuracy rate which is 98.667% for training dataset and 94.5% for testing dataset. 2014-06-13T03:11:43Z 2014-06-13T03:11:43Z 2011 Working Paper p. 643 - 648 978-1-4577-1418-4 http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6108795&tag=1 http://dspace.unimap.edu.my:80/dspace/handle/123456789/35458 10.1109/ISIEA.2011.6108795 en Proceeding of the Symposium on Industrial Electronics and Applications (ISIEA 2011); IEEE Conference Publications
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Bone marrow
Levenberg Marquardt
MLP
Leukemia
spellingShingle Bone marrow
Levenberg Marquardt
MLP
Leukemia
Mohd Yusoff, Mashor, Prof. Dr.
R, Hassan Dr.
Azian Azamimi, Abdullah
Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP)
description Proceeding of The Symposium on Industrial Electronics and Applications (ISIEA 2011), at Langkawi, Malaysia on 25 September 2011 through 28 September. 2011. Link to publisher's homepage at http://ezproxy.unimap.edu.my:2080/Xplore/dynhome.jsp
author2 azamimi@unimap.edu.my
author_facet azamimi@unimap.edu.my
Mohd Yusoff, Mashor, Prof. Dr.
R, Hassan Dr.
Azian Azamimi, Abdullah
format Working Paper
author Mohd Yusoff, Mashor, Prof. Dr.
R, Hassan Dr.
Azian Azamimi, Abdullah
author_sort Mohd Yusoff, Mashor, Prof. Dr.
title Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP)
title_short Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP)
title_full Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP)
title_fullStr Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP)
title_full_unstemmed Screening of bone marrow slide images for leukemia using multilayer perceptron (MLP)
title_sort screening of bone marrow slide images for leukemia using multilayer perceptron (mlp)
publisher IEEE Conference Publications
publishDate 2014
url http://dspace.unimap.edu.my:80/dspace/handle/123456789/35458
_version_ 1643797804900941824
score 13.214268

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