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Nur Syamsiyah
Alumi Prodi Agroekoteknologi Fakultas Pertanian Universitas Trunojoyo
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Journal : TIFDA : Journal Technology Information and Data Analytic

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Deteksi Serangan Brute Force SSH Menggunakan Klasifikasi Naïve Bayes pada Log Cowrie Honeypot di Lingkungan Virtual Prasetyo, Arya Adhari; Herianto; Yahya; Syamsiyah, Nur
Journal TIFDA (Technology Information and Data Analytic) Vol 2 No 1 (2025): Journal Technology Information and Data Analytic (TIFDA)
Publisher : Prodi Teknologi Informasi Universitas Darma Persada

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70491/tifda.v2i1.88

Abstract

The increasing number of brute force cyberattacks targeting SSH services highlights the urgent need for effective early detection and mitigation systems. This study aims to analyze brute force attack patterns using the Naïve Bayes classification algorithm based on log data generated by the Cowrie Honeypot. A simulated virtual environment was developed to emulate attack scenarios and generate authentic SSH log data while preserving real server confidentiality. The system architecture follows the CRISP-DM framework, including data preprocessing, model development, evaluation, and deployment. Evaluation using confusion matrix metrics showed that the Naïve Bayes algorithm successfully distinguished brute force attempts from normal traffic with high accuracy, precision, recall, and F1-score. The findings confirm the potential of combining Cowrie honeypot data with machine learning classifiers as an early warning tool for intrusion detection in enterprise network infrastructures.
Co-Authors Agriani Hermita Sadeli Ahmad Febriansyah Ahmad Thoriq Aisyah, Nisa Alifia, Salma Andri Hardiyana, Andri Annana, Santi Sih Anne Charina Anugrah, Risen Astuti, Eka Yuni Aulia, Nabila Ayu Susilawati, Endang Budi Utomo DARSONO Diasasari, Anita Dirohmat, Yogia Mugi Dzihni Kharisma, Laily Eka Purna Yudha Eka Yuni Astuty, Eka Yuni Eliana Wulandari Elly Rasmikayati Endah Djuwendah Eti Suminartika Fajar Urifan, Mohammad Fasyah, Sandhy Rizqy Faujiah, Sifa Febriana Sesunan, Mira Femei Purnamasari, Femei Fitriyah ZA, Mahmudah Ganjar Kurnia Gita Prawesti, Gita Grace, Fanesa Hafidz, Rheina Hakim, Muhammad Naufal Hepi Hapsari Herianto Husen Asbanu Ikit Indriani, Agustina Intana Rahmah, Rizkah Isniah, Sarah Iwan Setiawan Kurniadi, Danang Kusuma Hati, Kusuma Kuswarini Kusno Larasati, Farah Leksono, Robertus Pujo Lianawati, Ayong Mahra Arari Heryanto Mira Febriana Sesunan, Mira Febriana Muhammad Arief Budiman Muharam, Fauzan Emeraldi Rena Muji Bagus Triyana NOVIANTI, EVA Nur Afifa, Linda Nur Hasanah Nur Ismawati, Nur Nurfadhila, Tsalsa Pamungkas , Petrus Dwi Ananto Pandi Pardian Panjaitan, Muhammad Martian Ardiansyah Prasetiyowati, Tri Prasetyo, Arya Adhari Pratama, Juan Qanti, Sara Ratna Rahmadani*, Regita Oktiana Rahmayanti, Anisah Renfiana, Lilis Rizaldi, Rizqika Azahra Rizky Mulya Sampurno Rohmi, Misfi Laili Roihanah, Athiyyah Nur Simangunsong, Rezkia Theresia Situmorang, Christina Verawaty Sri Widiyanesti Supriyatna, Ade susilawati, Endang ayu Syifa, Hanna Maulida Tangim, Ernah Tiolina Evi Tri Sulistiani Tuti Karyani Valeri, Eirene Wiradisuria, Ranendra Kreshnatama Yahya Yahya Yahya Yahya, Yahya - Yudhistira Ardana Yudhistira Ardana, Yudhistira Yuyun Yunarti Zumi Saidah