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All Journal Jurnal Ekonomi Syariah Teori dan Terapan Riau Journal of Computer Science Script Journal: Journal of Linguistic and English Teaching MAJALAH ILMIAH GLOBE Pendas : Jurnah Ilmiah Pendidikan Dasar Jurnal Inotera JURNAL TEKNOLOGI DAN OPEN SOURCE IJIES (International Journal of Innovation in Enterprise System) El-Barka: Journal of Islamic Economics and Business Jurnal Hutan Tropika Jurnal Teologi Praktika Journal of Computer and Information System (J-CIS) Balanca : Jurnal Ekonomi dan Bisnis Islam Journal of Law, Poliitic and Humanities Revenue : Jurnal Ekonomi Pembangunan dan Ekonomi Islam Seminar Nasional Insinyur Profesional (SNIP) SATIN - Sains dan Teknologi Informasi Applied Science and Technology Research Journal RJOCS (Riau Journal of Computer Science) LOGIC : Jurnal Ilmu Komputer dan Pendidikan Al-Zayn: Jurnal Ilmu Sosial & Hukum Jurnal Pengabdian Masyarakat dan Riset Pendidikan Eduscape: Journal of Education Insight Jurnal Magister Ekonomi Syariah The Indonesian Journal of Computer Science Jurnal Pengabdian Teknologi, Ekonomi dan Humaniora Journal Technology Information and Data Analytic International Journal of Sustainable English Language, Education, and Science MADINA : Journal of Islamic Studies Vocational: Journal of Educational Technology Papsel Economic Journal
Herianto
Unknown Affiliation
Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Social Sciences Other

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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)
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.
Industry-Oriented Career Guidance Model for Improving Employability of Vocational Education Students Herianto; Gunawan, Aditia Gustiana; Tuwoso; Suswanto, Hary
Eduscape : Journal of Education Insight Vol. 4 No. 2 (2026): April 2026
Publisher : Indonesian Scientific Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61978/eduscape.v4i2.1455

Abstract

Career guidance is widely seen as a key lever to help align vocational education with industry needs, but integrated and industry-driven career services are still commonly lacking. The study aims to investigate the impact of an industry-oriented career guidance model on improving vocational students’ employability and alignment with workforce needs. A Systematic Literature Review (SLR) following the PRISMA framework was conducted to analyze twenty peer-reviewed journal articles published between 2015 and 2026. The review focuses on identifying conceptual developments, implementation practices, and effectiveness factors related to industry-oriented career guidance. The review also highlights enabling factors, such as institutional support, career counsellor competencies, engagement with professional industries and students’ ability to adapt to careers. In addition, career guidance is an ecosystem-oriented process that acts as a link between curriculum development, the formation of professional identity, and portfolio readiness. Theoretically, this paper has highlighted the need to reposition career guidance as a strategic element of vocational education reform; and practically it has provided avenues for developing industry-responsive guidance systems.
Co-Authors Abdilah, Hayatining Suci Adam Arif Budiman Aditia Gustiana Gunawan Adrian Axel Yohannes Afri Yudha Ahmad Makbul Ahmad Mujaffar Ahmad Syawaluddin Aji Setiawan Alva Edy Tontowi Alva Edy Tontowi Amar Ahmad Andi Ajeng Tenri Lala Andi Sudiarso Andi Susilo Angsoka Dwipayana Marthaliakirana Astuti, Eka Yuni Atik Kurnianto Ayatullah Baba Barus Bagus Tri Mahardika Banu Santoso Denny Sukma Eka Atmaja Dhananjaya Yama Hudha Kumarajati Dikpride Despa Eka Supriatna Elysia, Shafa Endang Ayu Susilawati Fatas Wahyuning S, Musa Fonda, Hendry Gusnawati, Rina Hary Suswanto Hasbi Haslindah Heliawaty Hamrul, Heliawaty Herianto Herianto Irnandas, Muh Jaman, Najma Jusmiana, Andi Kusmono M. Ali Latif Amri Mabanja, Ashiraf MARDIANA Mira Febriana Sesunan Mira Harimurti Mohammad Ardyansah Muhammad Kusumawan Herliansyah MUHAMMAD YUSUF Musyrifah Nababan, Mangatur Rudolf Nadia Shalehah Nasution, Saddam Husein Nasyiya Nirwan Nur Hasanah Nur Syamsiyah Nurhidaya Nurpasila Nuwa Pramesti, Gita Prasetyo, Arya Adhari Purnamasari, Dian Septi Raden Rosnawati Raditya Fadhil Arva Ratna Widyawati Refni Wahyuni Renhart Jemi Rian Ordila Ritonga, Syahirul Alim Riyadi Santosa Romatua, Pittor Rustanto Sahmiar Pulungan Sarah Iftin Atsani Sari , Andira Sarlin Sirajun Nasihin, Sirajun Siti Aisyah Sugianto, Didik Susanto, Herry  Suzuki Syofian Syahirul Alim Ritonga Tenri Lala, Andi Ajeng Tenri Lala Timor Setiyaningsih Titin, Veronica Tuwoso Uray Gustian Veronica Vincentius P Siregar Wangi Pandan Sari Wardani, Tri Ulfa Yahya Yeremia, Yeremia Yuda Irawan YULISMAN Yulisman, Yulisman