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All Journal TEKNIK INFORMATIKA JURNAL DERIVAT: JURNAL MATEMATIKA DAN PENDIDIKAN MATEMATIKA Infotech Journal JUPITER (Jurnal Pendidikan Teknik Elektro) CESS (Journal of Computer Engineering, System and Science) SMATIKA Jurnal Informatika Upgris Fountain of Informatics Journal JOURNAL OF APPLIED INFORMATICS AND COMPUTING International Journal of Technology And Business Khadimul Ummah Journal of Social Dedication Jurnal Inotera JSiI (Jurnal Sistem Informasi) JURNAL MANAJEMEN (EDISI ELEKTRONIK) IJISTECH (International Journal Of Information System & Technology) Shirkah: Journal of Economics and Business Indonesian Journal of Applied Informatics Simtek : Jurnal Sistem Informasi dan Teknik Komputer Progresif: Jurnal Ilmiah Komputer Indonesian Journal of Community Services Jurnal Informatika dan Rekayasa Elektronik Generation Journal JATI (Jurnal Mahasiswa Teknik Informatika) INFORMASI (Jurnal Informatika dan Sistem Informasi) Jurnal Sistem Komputer & Kecerdasan Buatan G-Tech : Jurnal Teknologi Terapan TIN: TERAPAN INFORMATIKA NUSANTARA Infotech: Journal of Technology Information Journal of Computer Networks, Architecture and High Performance Computing Infokes : Jurnal Ilmiah Rekam Medis dan Informasi Kesehatan Idealis : Indonesia Journal Information System SKANIKA: Sistem Komputer dan Teknik Informatika IJISTECH Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Infotech: Jurnal Informatika & Teknologi International Journal of Community Service International Conference on Industrial Revolution for Polytechnic Education Buletin Sistem Informasi dan Teknologi Islam Jurnal Ilmu Komputer dan Teknologi (IKOMTI) Jurnal Teknik Silitek Jurnal Informatika Teknologi dan Sains (Jinteks) Journal of Management and Digital Business Duta.com : Jurnal Ilmiah Teknologi Informasi dan Komunikasi Prosiding Seminar Nasional Hasil-hasil Penelitian dan Pengabdian Pada Masyarakat Duta Abdimas: Jurnal Pengabdian Masyarakat Proceeding of International Conference Health, Science And Technology (ICOHETECH) LOFIAN: Jurnal Teknologi Informasi dan Komunikasi Innovative: Journal Of Social Science Research Prosiding Seminar Informasi Kesehatan Nasional Journal Of Artificial Intelligence And Software Engineering Jurnal INFOTEL Jurnal Sains, Nalar, dan Aplikasi Teknologi Informasi SmartComp Smatika Jurnal : STIKI Informatika Jurnal
Nurchim Nurchim
Universitas Duta Bangsa Surakarta
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Journal : indonesian journal of applied informatics

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Klasifikasi Ancaman Keamanan Siber Menggunakan Algoritma Naive Bayes Irwan Budianto; Nurchim Nurchim; Hanifah Permatasari
IJAI (Indonesian Journal of Applied Informatics) Vol 9, No 2 (2025)
Publisher : Universitas Sebelas Maret

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20961/ijai.v9i2.104668

Abstract

Abstrak : Saat ini keamanan siber menjadi permasalahan utama didalam tata kelola keamanan informasi Pemerintah Daerah. Untuk mencegah terjadinya kerugian akibat serangan siber maka perlu dilakukan identifikasi dan klasifikasi terhadap ancaman siber secara cepat dan akurat. Sehingga diperlukan sebuah system untuk mengklasifikasikan ancaman siber yang terjadi. Penelitian ini adalah membangun sistem klasifikasi ancaman keamanan siber menggunakan algoritma Naive Bayes sehingga dapat dilakukan analisis data ancaman secara efektif dan mengklasifikasikan jenis ancaman dengan akurasi yang tinggi. Metode yang digunakan adalah pengumpulan dataset terkait log aktifitas serangan yang terekam di aplikasi Wazuh. Selanjutnya dilakukan preprocessing data untuk mendapatkan atribut yang sesuai dengan kebutuhan sistem. Penerapan algoritma Naive Bayes digunakan sebagai metode klasifikasi berdasarkan probabilitas atribut terhadap kategori ancaman. Hasil penelitian menunjukkan bahwa algoritma Naive Bayes mampu mengklasifikasikan ancaman keamanan siber dengan akurasi yang baik, sehingga dari system yang dibangun dapat ditentukan bahwa serangan yang terjadi pada area sistem operasi server atau aplikasi web serta mampu memberikan dukungan pengambilan keputusan yang lebih cepat dalam mitigasi serangan. Hasil pengujian menunjukkan performa yang sangat baik dari model Naive Bayes pada kedua kelas yaitu presisi=0.98, recall=1, f1-score=0.99, support=57.===================================================Abstract :Currently, cybersecurity is a major problem in the governance of regional government information security. To prevent losses due to cyber attacks, it is necessary to identify and classify cyber threats quickly and accurately. So a system is needed to classify cyber threats that occur. This study is to build a cybersecurity threat classification system using the Naive Bayes algorithm so that threat data analysis can be carried out effectively and classify types of threats with a high level of accuracy. The method used is collecting datasets related to attack activity logs recorded in the Wazuh application. Furthermore, data preprocessing is carried out to obtain attributes that match system needs. The Naive Bayes algorithm is implemented as a classification technique that evaluates the probability of attributes relative to threat categories. The findings indicate that this algorithm effectively categorizes cybersecurity threats with high accuracy. Consequently, the developed system can identify whether an attack targets the server operating system or the web application, while also enabling faster decision-making to support attack mitigation. The Naive Bayes model performs exceptionally well in both classes according to the test results, with precision=0.98, recall=1, f1-score=0.99, and support=57.
Co-Authors Abdullah Abdullah Syaifudin Achmad Sholichin Afu Ichsan Pradana Agus Riyanto Agustina Srirahayu Ahmad Qashid Husaini Ahmad Setiawan Al Mustofa, Muhammad Hafizh Andrean, Fauzi Andy Ariyanto Ardi Lestari, Sofiana Ardianto Pambudi Arif Wicahyanto Assidiq, Abdul Hafid Atina, Vihi Atmojo, Fattah Satrio Atmojo, Fernando Winantya Aulia, Sherina Revita Awang Long, Zalizah Bagus Muhammad Latif Bondan Wahyu Pamekas Bondan Wahyu Pamekas Carolina Wibowo, Anita Cipto Utomo, Bangun Prajadi Dwi Hartanti Dwi Hartanti Dwi Kurniawan Saputro Edy Kurniawan Eko Purwanto Eko Purwanto Faiq Muhammad, Nibras Feri Setiyono Gabriel Ardana Hasanah, Herliyani Herliyani Hasanah Ibnu Bagus Setiawan Ichsan Pradana, Afu immaculata yolia dewi Widayanti Indah Nofikasari Indriyas Kukuh Wijayanti Irawan, Etwin Hendri Irwan Budianto Joni Maulindar Krisna Joko Purjianto Kurniawan, Daniel Ade Mahendra Abdul Rahman, Rizqy Maskhul Ryan Ibrahim Maulindar, Joni Muhammad Ilham Pratama Muhammad Nibras Faiq Muhammad Rais Ramadhani Mumu, Raul Galvin Rudolf Munaiseche, Christian Imanuel Muttaqi, Bagas Ningsih, Pipin Widya Novemy Triyandari Nugroho Novianto, Novianto Nugroho, Mohammad Yusuf Nurhayati Nurhayati Nurlita, Catarina Ivanda Nurmalitasari Nurmalitasari Nurmalitasari Nurmalitasari Nurmalitasari Oktaviani, Intan Pamekas, Bondan Wahyu Permatasari, Hanifah Pipit Vidianti Pradana, Afu Ichsan Pramono Pramono Pramono Prasetya, Ian Putra Prastyo, Okik Dwi Pratama, Wahyu Adi Purwanto, Eko Putra Prasetya, Ian Putra Prasetya Putra Pratama, Dita Putra, Wihan Perkasa Nugraha Ragil Saputro, Abdullah Rahadian, Dwiki Rasya Rudi Susanto Rukmini, Siti Santoso, Tri Djoko Saputra, Muchammad Yoga Sari, Nur Avia Adenta Setrayana, Abiyyu Sholeh, Ilham Sholichin, Achmad Singgih Purnomo Sopingi Sulistyo Wahyu S Sumarlinda, Sri Suryadi, Agung Suryani, Fajar Suryani, Fajar Suryani Taufik Hidayat Tejo Arum, Dinenda Tri Djoko Santosa Untoro, Fendi Uvi Firgianingsih, Uvi Firgianingsih Widayanti, immaculata yolia dewi Wijayanti, Indriyas Kukuh Wijiyanto Wijiyanto Wijiyanto Wijiyanto, Wijiyanto Yommy Adhiwira Yudha Yunita Wisda Tumarta Arif Zalizah Awang Long Zalizah Awang Long