• Login
    View Item 
    •   USU-IR Home
    • Faculty of Computer Science and Information Technology
    • Department of Information Technology
    • Undergraduate Theses
    • View Item
    •   USU-IR Home
    • Faculty of Computer Science and Information Technology
    • Department of Information Technology
    • Undergraduate Theses
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    Klasifikasi Cyberbullying pada Media Sosial Tiktok Menggunakan Indobert Embedding dan Support Vector Machine

    Classification of Cyberbullying on Tiktok Social Media Using Indobert Embedding and Support Vector Machine

    Thumbnail
    View/Open
    Cover (590.7Kb)
    Fulltext (5.389Mb)
    Date
    2025
    Author
    Karo, Maria Angel Carolin Br
    Advisor(s)
    Pulungan, Annisa Fadhillah
    Lubis, Muhammad Safri
    Metadata
    Show full item record
    Abstract
    TikTok is a social media platform that is free to use. This freedom has resulted in many users making various comments containing hate speech. This research aims to classify types of cyberbullying. This research uses the IndoBert Embedding and Support Vector Machine methods to create a machine learning model that can classify cyberbullying comments. This research uses Polynomial kernel with parameter C=10. The model is evaluated using F1 Score with cross validation technique to measure the model performance in cyberbullying classification. The results show that the Indobert Embedding and Support Vector Machine method can classify cyberbullying comments with an accuracy rate of 86% with cross validation evaluation and evaluation matrix.
    URI
    https://repositori.usu.ac.id/handle/123456789/105937
    Collections
    • Undergraduate Theses [858]

    Repositori Institusi Universitas Sumatera Utara - 2025

    Universitas Sumatera Utara

    Perpustakaan

    Resource Guide

    Katalog Perpustakaan

    Journal Elektronik Berlangganan

    Buku Elektronik Berlangganan

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

     

    Browse

    All of USU-IRCommunities & CollectionsBy Issue DateTitlesAuthorsAdvisorsKeywordsTypesBy Submit DateThis CollectionBy Issue DateTitlesAuthorsAdvisorsKeywordsTypesBy Submit Date

    My Account

    LoginRegister

    Repositori Institusi Universitas Sumatera Utara - 2025

    Universitas Sumatera Utara

    Perpustakaan

    Resource Guide

    Katalog Perpustakaan

    Journal Elektronik Berlangganan

    Buku Elektronik Berlangganan

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