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All Journal Turbo : Jurnal Program Studi Teknik Mesin JEEMECS (Journal of Electrical Engineering, Mechatronic and Computer Science) KACANEGARA Jurnal Pengabdian pada Masyarakat ABDIMAS SILIWANGI JE (Journal of Empowerment) JASIEK (Jurnal Aplikasi Sains, Informasi, Elektronika dan Komputer) CERMIN: Jurnal Penelitian Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang Electrices : Jurnal Otomasi Kelistrikan dan Energi Terbarukan TEKIBA : Jurnal Teknologi dan Pengabdian Masyarakat Jurnal Abdi Panca Marga ELPOSYS: Jurnal Sistem Kelistrikan Jurnal Informatika dan Teknik Elektro INSAN CENDEKIA : Jurnal Pengabdian Kepada Masyarakat Jurnal Ecotipe (Electronic, Control, Telecommunication, Information, and Power Engineering) Journal Electric Field International Journal of Electrical and Intelligent Engineering
Mas Ahmad Baihaqi
Departemen Teknik Elektro, Fakultas Teknik, Universitas Panca Marga Probolinggo Jl. Yos Sudarso, Probolinggo, 67216
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Physics Social Sciences Other

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Journal : International Journal of Electrical and Intelligent Engineering

 1 
Improving Random Forest Performance for Botnet Attack Detection in IoT Big Data Using Remove Frequent Values Filter Imam Marzuki; Mas Ahmad Baihaqi; Hartawan Abdillah; Dwi Iryaning Handayani; Nurhidayati Nurhidayati
International Journal of Electrical and Intelligent Engineering Vol 1, No 1 (2025)
Publisher : Department of Electrical Engineering Universitas Islam Negeri Maulana Malik Ibrahim Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18860/ijeie.v1i1.34533

Abstract

This research aims to enhance the performance of the Random Forest algorithm in classifying big data within the Internet of Things (IoT) domain, specifically for detecting botnet attacks. The study utilizes the N-BaIoT dataset, comprising 150,000 instances of IoT network traffic categorized into normal and anomalous (botnet) data. To optimize classification outcomes, a preprocessing technique—the “remove frequent values” filter—is applied to reduce redundancy and improve computational efficiency. Model performance is evaluated using accuracy, precision, recall, and F1-score. Experimental results demonstrate that this filter improves classification accuracy from 99.976% to 99.998%, with precision, recall, and F1-score all reaching 1.000. Cross-validation was conducted to ensure the robustness of these results. These findings suggest that even lightweight preprocessing techniques can significantly enhance machine learning performance in IoT big data classification tasks. 
Co-Authors Abdillah, Hartawan Abdillah, Hartawan Abdillah Achmadin, Wahyu Nur Adi Mulyadi Adi Mulyadi Afandi, M. Bayu Agung Fitrahadi Ahmad Fauzan Ahmad Fauzan Ahmad Iskandar Rahmansyah Ahmad Izzuddin Ahmad Izzuddin Alief Muhammad Almachzumi, Kevin Riza Andi Susilo Aprilia Hartanti Aprilia, Ira Ariyanti, Dyah Asrori, Tamam Asrori, Tamam Asrori Dani Hari Tunggal Prasetiyo Dewi , Indah Noor Dwi Kusuma Dewi Anggun Oktaviani Dewi, Indah Noor Dwi Kusuma Dini, Joko Sugiono Eka Prasetya Djoko Wahyudi Djoko Wahyudi Dwi Iryaning Handayani Edas, Fidelis Joisman Eva Kurnia Yulyawan Eva Kurnia Yulyawan Fathuddin Noor, Muhammad Hartawan Abdillah Hermanto Hermawan, Nanang Hidayat, Ibnu Hikmah, Nuzul Imam Marzuki Indah Noor Dwi Kusuma Dewi Jibril Maulana Judi , Suharsono Kurniawan, Tri Nanda Indra Kusuma , Wahyu Andrian Lidyana, Novita Linda Kurnia Supraptiningsih Merinda Lestandy Mufid Andrianata Muhammad , Alief Muhammad Muhammad Zainal Roisul Amin Mulyadi, Adi Mustakim Mustakim Mustofa, Ihyak Nachrowie, Nachrowie Nisak, Indani Khoirun Novan Fithrianto Nur Halimah Nurhidayati Nurhidayati Putri, Salsabillah Widya Eka Putro Adi Pamungkas Rini Nur Hasanah Seger Priantono Setyawati, Ika Subairi Subairi Suharsono, Judi Suyono, Hadi Tamam Asrori Tamam Asrori Tri Prihatiningsih Trifanto, Angel Agus Triyastutik, Annisa Ayu Wahyu Nur Achmadin Wahyu Nur Achmadin Wahyu Nur Achmadin Widayanto, Mutinda Teguh Winda Ayu Mundari yanto, Misdi Yulyawan, Eva Kurnia Yusuf, Muhammad Baharudin Zico Awalatul Badar Zuhroh, Mimik Umi