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All Journal Bulletin of Electrical Engineering and Informatics JAIS (Journal of Applied Intelligent System) Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control EPIC : Journal of Electrical Power, Instrumentation and Control Infotekmesin Jurnal Informatika dan Rekayasa Perangkat Lunak JURNAL EKONOMI SYARIAH Jurnal Teknik Informatika (JUTIF) Media Nusantara Scientific Journal of Informatics ABDIANDAYA : Jurnal Pengabdian dan Pemberdayaan Masyarakat Journal of Islamic Finance and Syariah Banking
Abdussalam Abdussalam, Abdussalam
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Religion Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Other

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Journal : Infotekmesin

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Trends in Interpretable and Lightweight Intrusion Detection Systems: A Bibliometric Analysis of Network Traffic Anomaly Detection Pramudya, Elkaf; Hafsarah Maharrani, Ratih; Abdussalam, Abdussalam; Ghozi, Wildanil
Infotekmesin Vol 17 No 1 (2026): Infotekmesin: Januari 2026
Publisher : P3M Politeknik Negeri Cilacap

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35970/infotekmesin.v17i1.3093

Abstract

This study examines recent developments in interpretable and lightweight Intrusion Detection Systems (IDS) through a bibliometric analysis of 399 publications on network traffic anomaly detection from 2019 to 2025. Using a structured workflow comprising data collection, filtering, topic categorization, and visualization, the analysis reveals a significant increase in IDS-related publications, rising from fewer than 20 papers per year before 2019 to over 200 in 2025, reflecting growing interest in efficient and transparent security solutions. Topic categorization identifies IDS as the dominant research area, followed by Lightweight approaches, Anomaly Detection, IoT, and Explainability, with minimal contributions from other topics. Citation patterns confirm IDS and lightweight methods as the most influential themes. Journal analysis highlights Applied Sciences, Electronics, and IEEE Access as the leading publication venues. Overall, the findings indicate a clear shift toward IDS research emphasizing low computational cost, practical deployment, and model transparency, while also underscoring the ongoing need for unified benchmarks, realistic datasets, and evaluation frameworks to support broader adoption of interpretable and lightweight IDS technologies.
Co-Authors Abda Abda Aditya Rahmat Gunawan, Aditya Rahmat Apriliana, Yolin Inka Asep Wasid , Asep Wasid Aziz, M Ali Imron Abdul Budiman Budiman Budiman Fauzi, Budiman Fauzi Cahaya Jatmoko Chaerul Umam Christy Atika Sari Darwin Nahwan Dewi Arita, Dewi Arita Dila Sekar Arum Sari , Dila Sekar Arum Sari Dila Sekar Arum Sari, Dila Sekar Arum Sari Doheir, Mohamed Efni Yusnita, Efni Yusnita Eko Hari Rachmawanto Elkaf Rahmawan Pramudya Erna Zuni Astuti Fauzi Adi Rafrastara Fifi afiania, Fifi afiania Ganis Sanhaji, Ganis Ganis Sanhaji, Ganis Sanhaji Guntur Guntur Guntur Jakariya, Guntur Jakariya Guruh Fajar Shidik Heru Lestiawan Islam, Hussain Md Mehedul Iwan Satriyo Nugroho, Iwan Satriyo Nugroho Jan Setiawan Jiehad Akbar Pria Utama, Jiehad Akbar Pria Utama Jiehad Akbar Pria Utamay, Jiehad Akbar Pria Utamay Maharrani, Ratih Hafsarah Meylina, Nadila Moch Irwan Hermanto Moh. Ihsan Muhajirin, Muhajirin Muhammad rifai, Muhammad rifai Musyfiq Amrullah , Musyfiq Amrullah Musyfiq Amrullah, Musyfiq Amrullah Noneng Nurhayani, Noneng Nurhayani Nugraha, Arifinza Eska Nurtiyanto, Woro Agus Pebruari K.A, Ralintang Pramudya, Elkaf Prayogo, Riyan Adi Pulung Nurtantio Andono Purwanto Purwanto Rafika Ratik Srimurni, Rafika Ratik Srimurni Rahmawati, Anisa Dwi Rahmi Rismayani Deri Ramadhan Rakhmat Sani Reina Marsela , Reina Marsela Reina marsela, Reina marsela Riko Darma Putra, Riko Darma Putra Riyansyah , Rico Rohmatunnissa, Rohmatunnissa RR. Ella Evrita Hestiandari Sa’adah, Dwi Lailatus Shabirin, Akbar Riadus Shofiyatun, Rosyta Sinaga, Daurat Sunardi Sunardi Syahroni Mustofa, Syahroni Mustofa Wellia Shinta Sari Wildanil Ghozi Zahara, Alfi Wahyu Zahroini, Inziana