Implementasi Algoritma Machine Learning pada Deteksi Anomali Jaringan: Studi Kasus pada Jaringan Komputer Universitas XYZ
Keywords:
Machine Learning, Deteksi Anomali, Jaringan Komputer, Keamanan Cyber, Universitas XYZAbstract
Penelitian ini bertujuan untuk menerapkan algoritma machine learning dalam mendeteksi anomali jaringan pada lingkungan jaringan komputer Universitas XYZ. Pertumbuhan kompleksitas jaringan telah meningkatkan risiko serangan cyber dan aktivitas berbahaya. Studi kasus dilakukan dengan mengumpulkan dan menganalisis data lalu lintas jaringan dari infrastruktur Universitas XYZ. Berbagai teknik machine learning, seperti algoritma klasifikasi dan deteksi anomali, diterapkan untuk mengidentifikasi pola perilaku yang tidak normal. Metrik evaluasi yang sesuai digunakan untuk mengukur keakuratan dan kinerja algoritma yang diimplementasikan. Hasil eksperimen menunjukkan efektivitas dalam mendeteksi anomali jaringan yang berpotensi sebagai serangan cyber, memberikan landasan untuk strategi keamanan jaringan yang lebih efisien.
References
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Setyabudhi, A. L., & Veza, O. (2022). Analysis of the Effectiveness of the Implementation of Online Learning at the Beginning of the Covid-19 Pandemic. Technical and Vocational Education International Journal (TAVEIJ), 2(2), 1-7.
Arifin, N. Y., Setyabudhi, A. L., & Veza, O. (2022). Online Loans during the Covid-19 Pandemic for the Batam Community. Economic and Business Management International Journal (EABMIJ), 4(02), 119-124.
Veza, O., Arifin, N. Y., & Tyas, S. S. (2022). Analisis dan Perancangan Arsitektur Pemodelan Simulasi Dalam Menentukan Calon Mahasiswa Non Aktif. Jurnal Teknik Ibnu Sina (JT-IBSI), 7(01), 16-26.
Saleh, I., Veza, O., Setyabudhi, A. L., Arifin, N. Y., & Illiyas, A. (2021). Pengelolaan Sumber Daya Manusia Dalam Bisnis Hotel Studi Kasus Hotel Rezeki Batam, Nagoya Mansion Hotel, Hotel ZIA Boutique dan Asia Link Hotel. Economic and Business Management International Journal (EABMIJ), 3(03), 78-85.
Setyabudhi, A. L., Veza, O., Arifin, N. Y., & Sari, S. (2021). The Influence Of Service Quality On Loyalty Through Debtor Satisfaction Of Bri Bank Support Branch Office Batam Center. Economic and Business Management International Journal (EABMIJ), 3(02).
Arifin, N. Y., Suri, G. P., Veza, O., & Setyabudhi, A. L. (2021). Dashboard Penentuan Penerima Kartu Indonesia Sehat (KIS) Pada Kelurahan Binuang Kampung Dalam Dengan Metode Simple Additive Weighting. JURSIMA (Jurnal Sistem Informasi dan Manajemen), 9(1), 1-9.
Veza, O., Arifin, N. Y., Setyabudhi, A. L., & Akbar, M. (2021). Perpindahan Merek Produk Akibat Ketidak Puasan Konsumen Dalam Pemilihan Laptop Di Kota Batam. Economic and Business Management International Journal (EABMIJ), 3(01), 1-8.
Arifin, N. Y., & Setyaudhi, A. L. (2023). Integrated Strategy in Designing an Effective Ship Ticket Sales and Scheduling Management System. Engineering and Technology International Journal, 5(02), 172-180.
Samad, S., & Setyabudhi, A. L. (2023). Design of Dashboard Administration of the Public Sector. Engineering and Technology International Journal, 5(01), 71-80.
Samad, S., & Setyabudhi, A. L. (2023). Application of Video-Based Learning Media with Applications to Improve Learning Activities of Vocational High School Students. Technical and Vocational Education International Journal (TAVEIJ), 3(1), 22-27.
Veza, O., & Setyabudhi, A. L. (2022). Perancangan Pelatihan Algoritma Dasar dan Setup Access Point Untuk Siswa SMK/SMA. Jurnal Pengabdian Masyarakat Mandiri (JPMM), 1(01), 21-23.
Veza, O., Setyabudhi, A. L., Arifin, N. Y., & Agustini, S. (2023). Simulation Modeling System in Determining the Amount of Oil Inventory. Journal of Computer Networks, Architecture and High Performance Computing, 5(1), 110-119.
Veza, O., Arifin, N. Y., & Setyabudhi, A. L. (2022). The Economy In The Time Of Covid-19 And The Impact On Technology And Digitization. Economic and Business Management International Journal (EABMIJ), 4(03), 200-205.
Setyabudhi, A. L., & Veza, O. (2022). Analysis of the Effectiveness of the Implementation of Online Learning at the Beginning of the Covid-19 Pandemic. Technical and Vocational Education International Journal (TAVEIJ), 2(2), 1-7.
Arifin, N. Y., Setyabudhi, A. L., & Veza, O. (2022). Online Loans during the Covid-19 Pandemic for the Batam Community. Economic and Business Management International Journal (EABMIJ), 4(02), 119-124.
Veza, O., Arifin, N. Y., & Tyas, S. S. (2022). Analisis dan Perancangan Arsitektur Pemodelan Simulasi Dalam Menentukan Calon Mahasiswa Non Aktif. Jurnal Teknik Ibnu Sina (JT-IBSI), 7(01), 16-26.
Saleh, I., Veza, O., Setyabudhi, A. L., Arifin, N. Y., & Illiyas, A. (2021). Pengelolaan Sumber Daya Manusia Dalam Bisnis Hotel Studi Kasus Hotel Rezeki Batam, Nagoya Mansion Hotel, Hotel ZIA Boutique dan Asia Link Hotel. Economic and Business Management International Journal (EABMIJ), 3(03), 78-85.
Setyabudhi, A. L., Veza, O., Arifin, N. Y., & Sari, S. (2021). The Influence Of Service Quality On Loyalty Through Debtor Satisfaction Of Bri Bank Support Branch Office Batam Center. Economic and Business Management International Journal (EABMIJ), 3(02).
Arifin, N. Y., Suri, G. P., Veza, O., & Setyabudhi, A. L. (2021). Dashboard Penentuan Penerima Kartu Indonesia Sehat (KIS) Pada Kelurahan Binuang Kampung Dalam Dengan Metode Simple Additive Weighting. JURSIMA (Jurnal Sistem Informasi dan Manajemen), 9(1), 1-9.
Veza, O., Arifin, N. Y., Setyabudhi, A. L., & Akbar, M. (2021). Perpindahan Merek Produk Akibat Ketidak Puasan Konsumen Dalam Pemilihan Laptop Di Kota Batam. Economic and Business Management International Journal (EABMIJ), 3(01), 1-8.
Arifin, N. Y., & Setyaudhi, A. L. (2023). Integrated Strategy in Designing an Effective Ship Ticket Sales and Scheduling Management System. Engineering and Technology International Journal, 5(02), 172-180.
Samad, S., & Setyabudhi, A. L. (2023). Design of Dashboard Administration of the Public Sector. Engineering and Technology International Journal, 5(01), 71-80.
Samad, S., & Setyabudhi, A. L. (2023). Application of Video-Based Learning Media with Applications to Improve Learning Activities of Vocational High School Students. Technical and Vocational Education International Journal (TAVEIJ), 3(1), 22-27.
Veza, O., & Setyabudhi, A. L. (2022). Perancangan Pelatihan Algoritma Dasar dan Setup Access Point Untuk Siswa SMK/SMA. Jurnal Pengabdian Masyarakat Mandiri (JPMM), 1(01), 21-23.
