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Journal : csrid

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 Aji Gautama Putrada Alif Rizqi Asy-Syifa Effendie Alifudin, Ridhwan Andrian Rakhmatsyah Annisa Gustien Widowati Annisa Marwa Nursantoso Anom, Rahmat Indira Pratama Anwar, Muhlis Ardiyan Purnomo Arif Indra Irawan Ariq Musyaffa Ramadhani Armadyana, Raihan Arrauf, Moh Fawwaz Arya Mandalika, Mohamad AS, Andi Annisa Shalsa Hardiyanti Azizah, Ainun Chantika Syafana Zultantia Cintya Risquna Risquna Dafi Fala Tansa Danu Fawwaz Gimnastian Deril Wijdan Falih Devani Adi Permana Dhiaulhaq, Afif Dita Oktaria Doan Perdana Dwi Olyvia, Asyfa Ekha Prenatya Laiha Emiya Fefayosa Br Tarigan Endro Ariyanto Erlandya, Moch Rizky Gumelar Erwin Susanto Faiz Faza Muhammad Faqih Alghifari Febrianti, Amalia Rizki Filza Fadia Suri Galuh Ajeng Guntur Utomo, Rio Hamzah Misbachul Adlan Hendrick Hernando Hilal Hudan Nuha Irvan Naufali Rahmanto Isa Mulia Insan Jati Hiliamsyah Husen Jati, Riyan Kuncoro Joel Andrew M. K. Ginting Jonathan Arya Wibowo Jonathan Arya Wibowo Jundi Haq Darmawan Kailla, Kimberly Kobthong Ladkoom Krisna Ardhi Tama Ladkoom, Kobthong M Alvie Helmuzar M. Deta Gian Faiz M. Naufal Hafizh Jatsono Maman Abdurohman Mario Ardlynsha Picauly Maslin Masrom Mataruka, Leo Tarambiwa Maulidatul Aulia Zahib Mirza Qusyairi, Mohammad Mochammad Fauzan Faturahman Mohammad Mirza Qusyairi Muh Ikhsan Fahmi Muhamad Agus Triawan Muhammad Aditya Tisnadinata Muhammad Al Makky Muhammad Alfa Razel Muhammad Ardhi Al-Fatih Muhammad Faris Ruriawan Muhammad Ilham Ridho Priyadi Muhammad Johan Alibasa Muhammad Karoma Yuda Muhammad Kukuh Alif Lyano Muhammad Rafly Maulana Muhammad Rizki Adiwiganda Muhammad Shidqul Aziz Lababan Muharman Lubis Nabiel Muhamad Irfani Nafisa, Falea Amira Najwa Zahidah Syauqi Nasruddin, Itsna Siha Arzaqi Adma Neng Intan Nuraeini Nisa Eka Nastiti Novian Anggis Suwastika Novian Anggis Suwastika Novian Denny Nugaraha Novian Suwastika Nuha, Hilal H Parman Sukarno Prabowo, Hans Pramudya Zahran Andriansyah Pratama Anom, Rahmat Indra Putra, Revi Raka Qonita, Qori Qusyairi, Mohammad Mirza Qusyairi, Muhammad Mirza Ragil Deantika Rohmaniar Rahmat Irianto Rahmiati Aulia Ramadhan, Arga Revan Ahmad Zayan Ridha Muldina Negara Ridhwan Alifudin Rio Guntur Utomo Rosa Reska Riskiana Rucira Pirata Samuel Andi Kristyan Santiago Paul Erazo Andrade Saputra, Bernadus Ricardo Seiba Shonia Setiawan, Muhammad Faridz Sidik Prabowo Sri Rezeki Stelamaris, Bonefasia Salvatore Sukmaji, Muhammad Susanto, Fauzi Fadhlurrahman Thanasopon, Bundit Thasya Nurul Wulandari Siagian Verindra Hernanda Putra Wajdi, Halim Zahri, Alfitranta Armikha Zaky Jacoeb , Yusoff