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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) JURNAL SISTEM INFORMASI BISNIS Jurnal Sains dan Teknologi Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Teknik dan Ilmu Komputer Journal of ICT Research and Applications JUITA : Jurnal Informatika Scientific Journal of Informatics Jurnal Teknik Mesin JURNAL NASIONAL TEKNIK ELEKTRO Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research Turbo : Jurnal Program Studi Teknik Mesin Techne : Jurnal Ilmiah Elektroteknika MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) Aptisi Transactions on Technopreneurship (ATT) Jurnal Pengabdian Masyarakat Ilmu Keguruan dan Pendidikan (JPM-IKP) Jurnal Pengabdian Masyarakat Bumi Raflesia Computer Science and Information Technologies Jurnal Darma Agung JUNCTO: Jurnal Ilmiah Hukum Jurnal Pengabdian kepada Masyarakat Nusantara ADI Bisnis Digital Interdisiplin (ABDI Jurnal) Jurnal Bisnis, Logistik dan Supply Chain Jurnal Pengabdian Teratai Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) Makara Journal of Technology Scientific Journal of Informatics
Iwan Setyawan
Universitas Kristen Satya Wacana
Aerospace Engineering Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Social Sciences Other

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Journal : Scientific Journal of Informatics

 1 
Analysis of Attack Detection on Log Access Servers Using Machine Learning Classification: Integrating Expert Labeling and Optimal Model Selection Ridwan, Mohammad; Sembiring, Irwan; Setiawan, Adi; Setyawan, Iwan
Scientific Journal of Informatics Vol 11, No 1 (2024): February 2024
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v11i1.49424

Abstract

Purpose: As the complexity and diversity of cyberattacks continue to grow, traditional security measures fall short in effectively countering these threats within web-based environments. Therefore, there is an urgent need to develop and implement innovative, advanced techniques tailored specifically to detect and address these evolving security risks within web applications.Methods: This research focuses on analyzing attack detection in log access servers using machine learning classification with two primary approaches: expert labeling integration and best model selection. Expert labeling determines whether log entries are safe or indicate an attack.Result: Validation in labeling was applied using different datasets to minimize errors and increase confidence in the resulting dataset. Experimental results show that the Decision Tree and Random Forest models have nearly identical accuracy rates, around 89.3%-89.4%, while the ANN model has an accuracy of 81%.Novelty: This study proposes a fusion of expert knowledge in labeling log entries with a rigorous process of selecting the best classification model. This integration has not been extensively explored in previous research, offering a novel approach to enhancing attack detection within web applications. The research contribution lies in the integration of expert security assessment and the selection of the best model for detecting attacks on server access logs, along with validating labels using various datasets from different log devices to enhance confidence in the analysis results.
Co-Authors Adi Setiawan Andreas A. Febrianto Andreas Ardian Febrianto Andreas Febrianto Apriansa, Farul April Lia Hananto Ardilla Ayu Dewanti Ridwan Arif Darmawan Baihaqi, Kiki Ahmad Bariski, Rezzi Nanda Danny Manongga Deddy Susilo Demas Sabatino Deny Christian Dhanar Intan Surya Saputra Eduard Royce Efraim Anggriyono Eko Sediyono Eva Yovita Dwi Utami Farica, Jevan Fauzi Ahmad Muda Fernanda, Denis Aditya Filda Angellia Florentina Tatrin Kurniati Fransiscus Dalu Setiaji Gunawan Dewantoro Hartanto Kusuma Wardana Henderi . Hendry Heri Setiawan Hindriyanto Dwi Purnomo Ignatius Agus Supriyono Ilham Hizbuloh Irwan Sembiring Ivanna Kristianti Timotius Joko Siswanto Jonatan, Jeany Johana Junias Robert Gultom Kevin Ananta Kuntadi Widiyoko Larasati, Dwira Kurnia Maria Enggar Santika Meilia, Kaizia Dwinta Millenika, Prayudha Mohammad Ridwan Ninda Lutfiani Onix Setyawan, Revivo Pratama, Rizky Dinar Priatna , Wowon Purbaratri, Winny Purnama Harahap, Eka Purnomo, Hendryanto Dwi Regina Lionnie Ridwan, Ridwan Romli Jumpai Panggabean Roy Rudolf Huizen Rudi Laksono Santoso, Joseph Teguh Santoso, Yosef Karuna Saptadi Nugroho Sarumaha, Asisman Sembiring, Jenda Suranta Septian Abednego Simanjuntak, Sarida Hotdeliana Simbolon, Winda C Sinaga, Ester Ronida Sirilus Widi Surya Pranata Sukoco, Septyan Eko Hardyan Saputra Sulistio Sulistio Theodorus Leo Hartono Theopillus J. H. Wellem Tri Mulyanto Tri Wahyuningsih Trisno Sri Suparyati Soenarto dan Dibyo Pramono Agung Wibowo Untung Rahardja Wibowo, Mars Caroline Winny purbaratri Yayi Suryo Prabandari Yulianto, Eko Susetyo Zainal Arifin Hasibuan Zalukhu, Pasrah