Paper Title: Do and Don’ts of machine learning in computer security Authors: Daniel Arp, Erwin Quiring, Feargus Pendlebury, Alexander Warnecke, Fabio Pierazzi, Christian Wressnegger, Lorenzo Cavallaro, Konrad Rieck Venue: underreviewed; Technical Report: Arxiv:2010.09470, October 2020 URL: https://arxiv.org/abs/2010.09470 Problem: Machine learning mulai banyak digunakan di bidang security. Namun ada beberapa pitfall yang dapat menurunkan performa dan menyebabkan implementasinya tidak sesuai dengan…

Paper Title : Long short-term memory-based Malware classification Method for information Security Authors: Jungho Kang, Sejun Jang, Shuyu Li, Young-Sik Jeong, Yunsick Sung Venue: Elsevier Computers & electrical engineering, Vol 77, July 2019, pages 366-375 URL: https://doi.org/10.1016/j.compeleceng.2019.06.014 Problem:  Deteksi malware signature based yang banyak digunakan saat ini tidak mampu mendeteksi berbagai macam teknik obfuscation malware. Diperlukan pendekatan deteksi malware baru.…

Paper Title: Neurlux: Dynamic Malware Analysis Without Feature Engineering Authors: Chani Jindal, Christopher Salls, Hojjat Aghakhani, Keith Long, Christopher Kruegel, Giovanni Vigna Venue: ACM Annual Computer Security Applications Conference-2019 URL : https://dl.acm.org/doi/abs/10.1145/3359789.3359835 Problem: Pendekatan deteksi malware dengan machine learning masih mengalami kendala pada proses feature extraction. Proses ekstraksi feature membutuhkan waktu yang lama dan sulit…