• Login
    View Item 
    •   DSpace Home
    • The Library
    • Conference Papers
    • View Item
    •   DSpace Home
    • The Library
    • Conference Papers
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    High dimensional microarray data classification using correlation based feature selection

    Thumbnail
    View/Open
    4C1.pdf (664.6Kb)
    Date
    2012-02-27
    Author
    Abid, Hassan
    Md. Akhtaruzzaman, Adnan
    Metadata
    Show full item record
    Abstract
    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.
    URI
    http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6179029
    http://dspace.unimap.edu.my/123456789/21363
    Collections
    • Conference Papers [2599]

    Atmire NV

    Perpustakaan Tuanku Syed Faizuddin Putra (PTSFP) | Send Feedback
     

     

    Browse

    All of UniMAP Library Digital RepositoryCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsThis CollectionBy Issue DateAuthorsTitlesSubjects

    My Account

    LoginRegister

    Statistics

    View Usage Statistics

    Atmire NV

    Perpustakaan Tuanku Syed Faizuddin Putra (PTSFP) | Send Feedback