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Journal : International Journal of Electrical and Computer Engineering

Improving cyberbullying detection through multi-level machine learning Salsabila, Salsabila; Sarno, Riyanarto; Ghozali, Imam; Sungkono, Kelly Rossa
International Journal of Electrical and Computer Engineering (IJECE) Vol 14, No 2: April 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v14i2.pp1779-1787

Abstract

Cyberbullying is a known risk factor for mental health issues, demanding immediate attention. This study aims to detect cyberbullying on social media in alignment with the third sustainable development goal (SDG) for health and well-being. Many previous studies employ single-level classification, but this research introduces a multi-class multi-level (MCML) algorithm for a more detailed approach. The MCML approach incorporates two levels of classification: level one for cyberbullying or not cyberbullying, and level two for classifying cyberbullying by type. This study used a dataset of 47,000 tweets from Twitter with six class labels and employed an 80:20 training and testing data split. By integrating bidirectional encoder representations from transformers (BERT) and MCML at level two, we achieved a remarkable 99% accuracy, surpassing BERT-based single-level classification at 94%. In conclusion, the combination of MCML and BERT offers enhanced cyberbullying classification accuracy, contributing to the broader goal of promoting mental health and well-being.
Co-Authors . Aziza . Sandi . Soginem . Sunarni . Winarti Adani, Muhammad Naufal Dzaki Adelia Calosa, Flora Adelina Rizky Shafira Aditya, Mega Cantik Putri Adiyat Imaduddin Agung Waluyo agus budiotomo Agus Purwanto AGUS PURWANTO Agus Wartiningsih Agustinusa, Agustinusa ahlam rusdhy, tomy Aini, Nisrina Huwaida Qurrottu` Akhmad Haries Aldo Putra Utama Alfauzan Amin Alfi Rosa Mustika Alfiano, Ahmad Rifqy Alfitri Alfitri Alifiah, Vina Alimatus Sahrah ALINE RIZKY OKTAVIARI SATRIANINGSIH Allenidekania Allenidekania amalia, silvina Amaludin, Mochamad Amie Kusumawardhani, Amie Amriani Amir Ana Wati, Seftin Fitri Ananda Laksmita Dewi Andang Firmansyah Andre Falendro Angestie, Aneta Yoshinta Anggraeni, Novi Fitria Nur Anggy Marta Purnama Sari Annisa Amalia Anugrahwan, David Arbilianto, Arbilianto Ardhian Rafi’i, Reyes Ardiansyah, Rikky arpian frihady Arsyad Suryo Wibowo Arumraksmi, Gisa Asfar Muniir, Asfar Asfar Munir Asri Bashir Aulia Rahma Annisa Auliarahma, Anindya Ayu Assyifa Hamka Dinata Bahtiarga, Defrin Bana, Elan Levita Basya, Dihliza Bisri Mustofa bonita, vina Br Sembiring, Maria Berenaita Budhi, Widodo Cahyani, Maghfira Aulia Cantrik Putri Aditya, Mega Chairul Huda, Chairul Christanto Syam Christiana Kurniasari Cintya Trisanty Damayanti, Elok Darmawan Citrajaya Darmawan, Muhammad Rizki Desti Kurnia Utami Devi Anisa Latifa, Devi Anisa Devi Intan Satyaningrum Dewi Gayatri Dhameria, Vita Dhanendra Ganang W Diecky Kurniawan Dipa Radipa Djau, Nurmila Sari Dwi Agustina, Rista DWI CAHYONO Dwi Oktariani Dwi Satriyo Adi Nugroho Dwi Utami, Hendrika Dwisetia Poerwono Eben Ezer Efendi, Nursal Eli Amaliyah Ella, Serafina Enggar Adityamurti Erle Daffa Abhirama Ernawati, Eka Ersa Sabila Putri Pratama Faiqotul Hikmah, Faiqotul FAISAL Faisal Faisal Faiz Nadir Roidatul Jannah Falendro, Andre Farah Nofri Pudjianti Fauzi, Fatih Al Felicia Marsha Ferrel Aristo Putro Fidanza, Muhammad Giliyen fikri hidayat, muhammad Firlyandita, Marsyanda Firmansyah, Vernando Hian Fitriyah Fitriyah Gary J Linnegar Gracea Allesandra Vinidita Grandena, Egi Putri Hadi, Fauziyyah Hamdi, Tasrif Hamida, Mimi Handayani, Rr. Sri Haq, Muhammad Amiq Nur Dinil Harahap, Awi TM. Hariyanto, Dani Bagus Hasanah, Qoriatul Hendrajaya Hendrajaya, Hendrajaya Henny Sanulita Hutapea, Nurdame I Made Kariasa I Made Pradana Adiputra Ihyaul Ulum Imma Fretisari Inarotul Chasanah Indayani Indra Aryudanto Irawan, Purna Aji Irfan Herdiansyah Ismah Nur Fajriah Ismunandar Iswara, Indri Widia Ivan A. Setiawan Ivan A. Setiawan Jaji Jaji, Jaji Jaka Isgiyarta Jasmira A, Shalsabila Kaffi, Laisal Kamiluddin Kelly Rossa Sungkono Kemalasari, Nadia Kevin Dio Putrawieka Kiuk, Paswasari Yuani Krisna Rendi Awalludin Kurniawati, Dewi Nurlita Kusnila, Elok Dwi Kusumaningrum, Betty Kusumastuti, Isna Neysa Kuswiraaji, Ahmad Kresna Laila, Siti Nur Laili Hidayati Lalu Banu Sirwan, Lalu Banu Latifin, Khoirul Lau, Elfreda Aplonia Lesatanova Tricahya Avilya Lia Dwi Kurniawati Lubis, Andriamuri P. Maghfira Dwi Puspita Mandasari, Gesty MARIA BINTANG Maryono Maryono Masruroh, Deasy Rizki Mastari, Ekawaty S. 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Rahma, Fara Aulia Rahmadilla, Alda Putri Rahmi Galleryzki, Annisa Ramadhani, Khoirun Nisa Ramadhanni, Annisa Regaria Tindarika Rifka Ayu Annisa Risma Agustina Riyanarto Sarno Rizqi Abdul Majid Rozanah Katrina Herda, Rozanah Katrina S, Adilah Marhamah Sabartono, Ribut Safitri , Bella Safitri Maharani, Nabila Safrullah Sak Rani Salsabila, Salsabila Salwa Puji Hastuti Santoso, Alvan Muhammad Hibatullah Satria Perdana, Bimo Satrianingsih, Aline rizky Satrio, Dimas Rhoyhan Budi Selviani, Andini Setia Ani, Sari Setiawan, Eman Setyawan, Chandra Dwi Shakirani, Maritza Aulia Sholihuddin, Moh Silaban, Chiristianly Yeri Silaban, Chiristianly Yerry Silaban, Chiristianly Yery Sinaga, Dani Surya Sinulingga, Kevin Brema Saputra Sitepu, John Frans Sofiana Sri Hartuti Steward, Steven Suganda, Tomy Suha, Ainiyyah Hisanatus sulaim assalimah, ummu Sulaiman, Mochammad Hafidz SURYANTI Susilo, Nur Joko Sutanto Sutanto Sutomo, Ibnu Suwahyu, Romy Syamsul Arifin Tagor, Fatmi Audisa Tanjung Budi Hapsari Tesalonika, Laurent Stevani Totok Sumaryanto F., Totok tri atmojo, galih Tri Kurnia, Anies Trisharsiwi Trisharsiwi, Trisharsiwi Triyoni, Nisrina Alfunisa Lucky Udi Utomo Vita Dhameria Vivi Mardahlia Wahyuni Maria Endah Budi Wahyuni Wantika, Sunariyah Duwi Wardhani, Ika Desy Wibowati Sektiyani Wibowo, Nur Cahyo Widianti, Bethari Ayu Winda Istiandini Windasari, Wahyu Wisanggeni, Antonius Anadri Wulandari, Nashwa Ayunda Ratri Y. 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