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All Journal jurnal niara Jurnal Penelitian Pendidikan IPA (JPPIPA) IRJE (Indonesian Research Journal in Education) Owner : Riset dan Jurnal Akuntansi Journal of Educational Research and Evaluation Kappa Journal Bisman (Bisnis dan Manajemen): The Journal of Business and Management Jurnal Sains Teknologi Transportasi Maritim 'Arabiyya: Jurnal Studi Bahasa Arab Infotek : Jurnal Informatika dan Teknologi Tolis Ilmiah: Jurnal Penelitian Brilliance: Research of Artificial Intelligence Jurnal Gizi Masyarakat Indonesia (The Journal of Indonesian Community Nutrition) Jurnal Relevansi : Ekonomi, Manajemen dan Bisnis International Journal of Islamic Education, Research and Multiculturalism (IJIERM) Prosiding Seminar Nasional Pengabdian Kepada Masyarakat Venn: Journal of Sustainable Innovation on Education, Mathematics and Natural Sciences Ihyaussunnah : Journal of Ulumul Hadith and Living Sunnah Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS JPLED Proceeding of International Conference on Entrepreneurship (IConEnt) Jurnal Pengabdian Masyarakat Jurnal Intelek Insan Cendikia International Journal of Mechanics, Energy Engineering and Applied Science (IJMEAS) Jurnal Pengabdian Teknologi, Ekonomi dan Humaniora Journal Technology Information and Data Analytic AT-TAKLIM: Jurnal Pendidikan Multidisiplin Jurnal Teknologi Informasi untuk Masyarakat (Jurnal Teknokrat) PESHUM PIAF : Paser Institute Journal Of Accounting And Finance Ambacang: Jurnal Inovasi Pengabdian Masyarakat Jurnal Hamka ilmu pendidikan islam Jurnal Actual Organization Of Economic ( Jago-e) ABDIMAS NUSANTARA Jurnal Keperawatan Nusantara
Yahya
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Journal : Journal Technology Information and Data Analytic

 1 
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 Abd. Rahem Faqih Abdul Razak Thaha Ade Supriatna Adila Afifah Zahra Agung, Martin Aditya Ahmad Muwafik Saleh Aji Setiawan Alkadri, Hanif Almi Yulistia Alwanda Amir Bagja AMRIZAL SALIDA ANISAH Ardiyanti Arnila Sandi Arnoldi, Dwi Astuti, Eka Yuni Aswian Editri Sutriandi Ayu Susilawati, Endang Azharuddin Bahtiar, Hariman Bayu Aji Sismanto Bestari, Putri David Ariswandy Dewi Urip Wahyuni Edi Sucipto Effendi, Sairul Eliana ENDRI ENDRI Epi Parela Esisuarni EVA NOVIANTI Fatahul Arifin, Fatahul Fathurrahman Fatiha Hasanah Febriana Sesunan, Mira Febrina, Weli Fitria, Astri Fitrina Defi, Wahyu Fuad Rief'ad, Ahmad Gita Prawesti Hadiyanto Hamida Amalia Hardianto Hardiyanti Harapin Herianto Hidayatullah, Nurfitri Hudalil, Ahmad Hurriyati Idayati, Farida Indriani, Agustina Irawati Irsyad Isniah, Sarah Jasrial Julistyono Widodo L.M.Samsu Lisra Masrida Yanti Mecia Melia Mubarok, Benny Muh. Adrian Juniarta Hidayat Muhammad Muhammad Alwi Muhammad Arif Fadilah Muhammad Farid Muhammad Qusyairi Muhammad, Saiful Mutiach Muzaqi, Ahmad Imam nasri zarman Nasrul Nellitawati NOVIANTI, EVA Nur Alam Nur Fadjrih Asyik Nur Hasanah Nur Indah Sari Nur Khofifah Nur Masiyah Nur Syamsiyah Nur Syamsiyah Nur, Amri Muliawan Nurfitra Yanto Nurhayati Khaier Nurhidayati Nurhizrah Gistituati Patuh, Maswar Pradana, M. Rafieq Adi Pramana Putra, Nanda Pramono, Arief Prasetyo, Arya Adhari Radjiq, Akhmad Rafizah Awam Rahayu, Yuliastuti Rahmat Linur Ranitawati, Endang respatia, wimba Ridho, M. Rifma Rini Agustin Sabaria Manti Battung Samsu, L.M. Sandra Gamba Indah Septi Anitasari Septo Hindiantoro Siti Lathifah Sri Ayu Elvan Suri Makhsura Susi Hendriani Suzuki Syofian Syafitri, Intan Rahmayuni Syahruddin, Akmal Novrian Syarif, Arman Taufik Ridho Iano Tri Mahardika, Bagus Tri Sulistiani Triyonowati Turniningtyas Ayu Rachmawati Widiarto, Hermono Yeni Adam, Siska Yeni Purnamasari Yupi Kuspandi Putra Yusuf Dewantoro Herlambang