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High dimensional microarray data classification using correlation based feature selection

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Bibliographic Details
Main Authors: Abid, Hassan, Md. Akhtaruzzaman, Adnan
Other Authors: aabid@iut-dhaka.edu
Format: Working Paper
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2012
Subjects:
DNA microarray data
Correlation
Feature selection
Classification
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/21363
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spelling my.unimap-213632012-10-15T04:48:22Z High dimensional microarray data classification using correlation based feature selection Abid, Hassan Md. Akhtaruzzaman, Adnan aabid@iut-dhaka.edu adnanradowan@yahoo.com DNA microarray data Correlation Feature selection Classification Link to publisher's homepage at http://ieeexplore.ieee.org/ Analyzing DNA microarray data pose a serious challenge because of their large number of features (genes) and relatively small number of samples. Extracting features, those have predictive capability for classifying these huge datasets demands appropriate approaches like feature reduction and identifying optimal set of genes. In this paper along with conventional statistical methods like filtering the dataset to reduce the number of features, one additional approach of evaluating correlation between the classes for each feature is performed. Proposed approach yields higher classification accuracy for both Acute Lymphoblastic (ALL) and High Grade Glioma cancer dataset than using only traditional statistical filtering methods. 2012-10-15T04:48:22Z 2012-10-15T04:48:22Z 2012-02-27 Working Paper p. 319-321 978-145771989-9 http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6179029 http://hdl.handle.net/123456789/21363 en Proceedings of the International Conference on Biomedical Engineering (ICoBE 2012) Institute of Electrical and Electronics Engineers (IEEE)
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 DNA microarray data
Correlation
Feature selection
Classification
spellingShingle DNA microarray data
Correlation
Feature selection
Classification
Abid, Hassan
Md. Akhtaruzzaman, Adnan
High dimensional microarray data classification using correlation based feature selection
description Link to publisher's homepage at http://ieeexplore.ieee.org/
author2 aabid@iut-dhaka.edu
author_facet aabid@iut-dhaka.edu
Abid, Hassan
Md. Akhtaruzzaman, Adnan
format Working Paper
author Abid, Hassan
Md. Akhtaruzzaman, Adnan
author_sort Abid, Hassan
title High dimensional microarray data classification using correlation based feature selection
title_short High dimensional microarray data classification using correlation based feature selection
title_full High dimensional microarray data classification using correlation based feature selection
title_fullStr High dimensional microarray data classification using correlation based feature selection
title_full_unstemmed High dimensional microarray data classification using correlation based feature selection
title_sort high dimensional microarray data classification using correlation based feature selection
publisher Institute of Electrical and Electronics Engineers (IEEE)
publishDate 2012
url http://dspace.unimap.edu.my/xmlui/handle/123456789/21363
_version_ 1643793361440604160
score 13.160551

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