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All Journal agriTECH Indonesian Journal on Computing (Indo-JC) IJoICT (International Journal on Information and Communication Technology) JOIN (Jurnal Online Informatika) Sinkron : Jurnal dan Penelitian Teknik Informatika AKSIOLOGIYA : Jurnal Pengabdian Kepada Masyarakat JURNAL MEDIA INFORMATIKA BUDIDARMA Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Sisfokom (Sistem Informasi dan Komputer) J-SAKTI (Jurnal Sains Komputer dan Informatika) Infoman's: Jurnal Ilmu-Ilmu Manajeman dan Informatika JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Edsence: Jurnal Pendidikan Multimedia Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Jurnal Teknik Informatika (JUTIF) J-SAKTI (Jurnal Sains Komputer dan Informatika) eProceedings of Engineering Jurnal INFOTEL Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) Scientific Journal of Informatics CSRID LOGIC: Jurnal Penelitian Informatika Jurnal Nasional Teknologi Informasi dan Aplikasinya Jurnal Pemanfaatan Teknologi untuk Masyarakat
Rio Guntur Utomo
Universitas Telkom
Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Social Sciences Other

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Malware Detection pada Static Analysis Windows Portable Executable (PE) Menggunakan Support Vector Machine dan Decision Tree Mohammad Mirza Qusyairi; Rio Guntur Utomo; Rahmat Yasirandi
Computer Science Research and Its Development Journal Vol. 15 No. 2: June 2023
Publisher : LPPM Universitas Potensi Utama

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Malware has become a major issue for computer system security today. Due to its ability to spread rapidly and negatively impact system performance, malware detection becomes crucial. One of the methods for malware detection is performing classification using Machine Learning, which learns the variable values of an application without executing it. In this study, the author evaluates the method of malware detection in the static analysis of Windows Portable Executable (PE) using Support Vector Machine (SVM) and Decision Tree. The author uses a dataset of PE files related to malware and safe applications from malware Using SVM and Decision Tree algorithms to classify the PE files as malware or not, determining the best machine learning algorithm for malware detection in PE files.
Malware Detection pada Static Analysis Windows Portable Executable (PE) Menggunakan Support Vector Machine dan Decision Tree Qusyairi, Mohammad Mirza; Rio Guntur Utomo; Rahmat Yasirandi
CSRID (Computer Science Research and Its Development Journal) Vol. 15 No. 2: June 2023
Publisher : LPPM Universitas Potensi Utama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22303/csrid-.15.2.2023.93-102

Abstract

Malware has become a major issue for computer system security today. Due to its ability to spread rapidly and negatively impact system performance, malware detection becomes crucial. One of the methods for malware detection is performing classification using Machine Learning, which learns the variable values of an application without executing it. In this study, the author evaluates the method of malware detection in the static analysis of Windows Portable Executable (PE) using Support Vector Machine (SVM) and Decision Tree. The author uses a dataset of PE files related to malware and safe applications from malware Using SVM and Decision Tree algorithms to classify the PE files as malware or not, determining the best machine learning algorithm for malware detection in PE files.
Co-Authors Ach Disya Milcky Adhitya Cahyadi Ahmad Dzaky Ar Razi Al Makky, Muhammad Alifya Chairunnisa Korosa Andhika Akbar Andika, Ryan Austin Arka Hamzah Septana Aryo Bhagaskoro AS, Andi Annisa Shalsa Hardiyanti Bawono, Marastika Wicaksono Aji Benjamin Caessar Hasudungan Situmea Cecep Nurul Alam Cecep Nurul Alam, Cecep Nurul Cintya Risquna Risquna Dana Sulistyo Kusumo Dawam Dwi Jatmiko Suwawi Devana Setyawati Dimas Prakoso Dita Oktaria Ditya Ilmi Rizqi Ditya Ilmi Rizqi Early Aziza Aulya Iskandar Erlandya, Moch Rizky Gumelar Fahmi Candra Permana Fahmi Septiano Shesta Fahreza Ananda Farisya Setiadi Febrianti, Amalia Rizki Ferdi Feriandi Gamma Kosala Gary Wills, Gary Hidayatus Sholikhin Hilal Hudan Nuha Hita Pradipta Heroestyo Iqbal Jamiarsad Isa Mulia Insan Ismail, Hazim Jonathan Arya Wibowo Kailla, Kimberly Kania Ayu Natya L akshita Anpaduesta Ajid Kirani, Zahra Anadya Kobthong Ladkoom Kusuma Adi Achmad M Alvie Helmuzar Maisyadiva, Rafli Martin Halomoan Tamba Maylawati, Dian Sa'adillah Meilani Kesuma Nababan Mochammad Nabiel Adiputra Moh. Rassel Pramadansyah Mohammad Mirza Qusyairi Mohammad Rizqi Akmaludin Assifa Muhamad Agus Triawan Muhamad Irsan Muhammad Al Makky Muhammad Alfin Arroyan Muhammad Faris Fathoni Muhammad Rifqi Fauzani Muhammad Rizki Illahi Muhammad Rizqi Fadhilah Muhammad Zahwan Latif Muhammad Zahwan Latif Muharman Lubis Nadya Putri Nafisa, Falea Amira Nasruddin, Itsna Siha Arzaqi Adma Naufal, M Farid Niken Dwi Wahyu Cahyani Niken Dwi Wahyu Cahyani Nikita Maulidya Edison Novi Maria Natalia Novian Anggis Suwastika Novian Anggis Suwastika Novian Suwastika Nuha, Hilal H Nurra Aulia Saffana Panji Dirgantara, Deni Parman Sukarno Pattiradjawane, Antonio Bennarivo Pratama, Rakha Satria Putra, Rafli Qori Qonita Qusyairi, Mohammad Mirza Radiana De Salma Raditya Wicaksono Prihatnoko Wicaksono Prihatnoko Rafael Sebastian Rafi Rahardika Sugiharto Rahmat Yasirandi Raja, Arta Novrida Lumban Rajagukguk, Vikka Dwi Nauli Haro Ramanti Dharayani Rezky Maulana Ridha Muldina Negara Rifqi Syafiq Hibatul Aziz Rivaldo Rizky Junior Satria Mandala Sisilia Sylviani Sri Rezeki Stelamaris, Bonefasia Salvatore Sutiyo Tasya, Muhammad Azel Walters, Robert Wiguna, Muhamad Rantau Gangga Yandi Putra Pangestu Yasriandi, Rahmat Yobel Alvino Kastanja Yogi Anggun Saloko Yudhistira Nugraha Yusep Rosmansyah Zahri, Alfitranta Armikha Zelmi Muhammad Adjel Zihan Kalila Gusnan Zihni Nawfal Gusti Fadhillah