• Login
    View Item 
    •   DSpace Home
    • 2-DERGİLER
    • 03) Bitlis Eren Üniversitesi Fen Bilimleri Dergisi
    • Cilt 11, Sayı 3 (2022)
    • View Item
    •   DSpace Home
    • 2-DERGİLER
    • 03) Bitlis Eren Üniversitesi Fen Bilimleri Dergisi
    • Cilt 11, Sayı 3 (2022)
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    A Convolutional Neural Networks Model for Breast Tissue Classification

    Thumbnail
    View/Open
    Tam Metin/Full Text (1.005Mb)
    Date
    2022
    Author
    BİÇER, Mustafa Berkan
    YANIK, Hüseyin
    Metadata
    Show full item record
    Abstract
    The diagnosis of breast cancer and the determination of the cancer types are essential pieces of information for cancer research in monitoring and managing the disease. In recent years, artificial intelligence techniques have led to many developments in medicine, as any information about the patient has become more valuable. In particular, artificial intelligence methods used in the detection and classification of cancer tissues directly assist physicians and contribute to the management of the treatment process. This study aims to classify breast tissues with ten different tissue characteristics by utilizing the breast tissue data set, which has 106 electrical impedance spectroscopies taken from 64 patients in the UCI Machine Learning Repository database. Various machine learning algorithms including k-nearest neighbors, support vector machine, decision tree, self-organizing fuzzy logic, and convolutional neural networks are used to classify these tissues with an accuracy of 81%, 78%, 82%, 92%, and 96%, respectively. This study demonstrated the benefit of the usage of convolutional neural networks in cancer detection and tissue classification. Compared to traditional methods, convolutional neural networks provided better and more reliable results.
    URI
    http://dspace.beu.edu.tr:8080/xmlui/handle/123456789/14697
    Collections
    • Cilt 11, Sayı 3 (2022) [22]





    Creative Commons License
    DSpace@BEU by Bitlis Eren University Institutional Repository is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 4.0 Unported License..

    DSpace software copyright © 2002-2016  DuraSpace
    Contact Us | Send Feedback
    Theme by 
    Atmire NV
     

     




    | Yönerge | Rehber | İletişim |

    sherpa/romeo

    Browse

    All of DSpaceCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsBy TypeThis CollectionBy Issue DateAuthorsTitlesSubjectsBy Type

    My Account

    LoginRegister

    DSpace software copyright © 2002-2016  DuraSpace
    Contact Us | Send Feedback
    Theme by 
    Atmire NV