High dimensional microarray data classification using correlation based feature selection
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Institute of Electrical and Electronics Engineers (IEEE)
2012
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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) |
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Universiti Malaysia Perlis |
| building |
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Asia |
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Malaysia |
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Universiti Malaysia Perlis |
| content_source |
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| 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 |