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All Journal JURNAL KARYA TEKNIK SIPIL Management of Aquatic Resources Journal (Maquares) Jurnal Rekayasa dan Manajemen Sistem Industri Jurnal Studi Komunikasi Jurnal INSYPRO (Information System and Processing) Jurnal Pendidikan Fisika Civil Engineering Journal JURNAL INSTEK (Informatika Sains dan Teknologi) JUTIM (Jurnal Teknik Informatika Musirawas) JURNAL PENDIDIKAN TAMBUSAI PROMOTOR Jurnal Cendikia JUSIM (Jurnal Sistem Informasi Musirawas) IDEI: Jurnal Ekonomi & Bisnis Computer Science and Information Technologies Didaktik : Jurnal Ilmiah PGSD STKIP Subang Jurnal Informatika Terpadu Narra J Jurnal Rekayasa, Teknologi, dan Sains Jurnal Pendidikan Sains dan Komputer Jurnal Pijar MIPA Prosiding Sesiomadika International Journal of Public Health Excellence (IJPHE) Dedikasi: Jurnal Pengabdian Kepada Masyarakat Journal of Artificial Intelligence and Digital Business SEMNASTERA (Seminar Nasional Teknologi dan Riset Terapan) (Indonesian of Interdisciplinary Journal) Jurnal Pengabdian Sosial MARAS : Jurnal Penelitian Multidisplin DBESTI: Journal of Digital Business and Technology Innovation
Reza Maulana
Jurusan Teknik Sipil FT. UNDIP Jl. Prof. H. Soedarto SH. Tembalang, Semarang 50275
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry 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 Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Journal : Computer Science and Information Technologies

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Detection of android malware with deep learning method using convolutional neural network model Maulana, Reza; Stiawan, Deris; Budiarto, Rahmat
Computer Science and Information Technologies Vol 6, No 1: March 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/csit.v6i1.p68-79

Abstract

Android malware is an application that targets Android devices to steal crucial data, including money or confidential information from Android users. Recent years have seen a surge in research on Android malware, as its types continue to evolve, and cybersecurity requires periodic improvements. This research focuses on detecting Android malware attack patterns using deep learning and convolutional neural network (CNN) models, which classify and detect malware attack patterns on Android devices into two categories: malware and non-malware. This research contributes to understanding how effective the CNN models are by comparing the ratio of data used with several epochs. We effectively use CNN models to detect malware attack patterns. The results show that the deep learning method with the CNN model can manage unstructured data. The research results indicate that the CNN model demonstrates a minimal error rate during evaluation. The comparison of accuracy, precision, recall, F1 Score, and area under the curve (AUC) values demonstrates the recognition of malware attack patterns, reaching an average of 92% accuracy in data testing. This provides a holistic understanding of the model's performance and its practical utility in detecting Android malware.
Co-Authors ., Muhammad Ashabul Kahfi Abdul Malik Setiawan Adika, Dimas Ahmad Harisb januar Syahidan, Ahmad Harisb januar Ahmad Sidiq Akib, Faisal Alam , Syamsu Amirsyah, Mirnasari ANDIKA, ERICK Ansar, Ince Aprilia, Nyra Nazwa Ari Prasetyo Awaru, Tenri Bambang Riyanto Basir, Abdul Bintang, Inggrid Awanis Budiana, Eko P. Dahril Delfiana, Delfiana Deris Stiawan Desmawan, Deris Deykha Aguilika Diana Rachmawati Ekasafitri, Nurjannah Elfrida Ratnawati Elrohi Soen, Gabriel Irfon Enitan, Seyi Samson Fadliansyah, Fauzi Fahmi, Akhmam Fardhy Wiharjo, Fardhy Fatin, Nadiyah Fauziyah, Asiyah Nurul firmansyah, Yoki Fitri, Aisah Furqan Hidayatullah Ginanjar, Rubi Hasanah, Siti Nuri Alya Hudzaifah, Ahmad Hutajulu, Jovan Marito Nathaniel Ibrahim, Firmansyah Ikhwan, Haznur Ismy, Jufriady Kamilia, Afina Kause, Migdes Christianto Khairunisa, Alamanda Khalilullah, Said Alfin Lisnawanty Lukman Hakim, Dori Maesaroh, Syti Sarah Masitha Arsyati, Asri Masyhur, Zulkarnaim Mauliana Mauliana, Mauliana Mauny, Muhammad Puteh Mudatsir Mudatsir Muhammad Ridha Muhammad Sony Maulana Müller, Ruth Nabarian, Tifanny Naffi, Ilham Nasution, Muhammad Nashir Nur Inayah Nur Indah, Araya Nur Wahyuniati, Nur Nurhayatii, Siti Oktaviani, Anna Maria Pancasakti, Ranthy Prabowoputra, Dandun M. Pratiwi, Dwi Annisa Setya Purnomo Budi Santoso Purwaningtias, Deasy Rahman Rahmat Budiarto Ramadana, Rizki R. Ramdani, Muhammad Asnur Rizli, Irma Romansah, Repo Agung Rovianto, Eki S Gassing, Al Fadli Ramdani Said A. Khalilullah Samsul Anwar Selan, Yefris A. Septiyanto, Muhamad D. Sirinam, Salin Sunbanu, Halani F. Sutrisno Anggoro SYAFAR, A. MUHAMMAD Syah, Herwan SYAMSU ALAM Syamsul Hadi Syamsul Rizal Te, Haypheng Triyaka, Rendy Utomo, Prattama S. W, Herlina Putri Wahyu Lestari Waraztuty, Ika Yufika, Amanda Zefry Darmawan