The growth of the Android ecosystem in Indonesia has increased the complexity of cybersecurity threats, particularly through the spread of malicious APK files disguised as legitimate applications. Attack methods such as fake digital invitations containing banking malware, as well as the use of obfuscation, polymorphism, and dynamic behavior manipulation techniques, have rendered signature-based…
This study aims to detect and classify Distributed Denial of Service (DDoS), Denial of Service (DoS), and Man in The Middle (MITM) attacks on smart home devices using the Naïve Bayes method. The research begins by identifying important features of network traffic such as frame.time.epoch, ip.src, ip.dst, eth.src, eth.dst, tcp.srcport, tcp.dstport, arp, and frame.len, which play a crucial role …
Banking Trojans are one of the most well-known types of malware because they are designed to measure money directly from the bank accounts of mobile or PC users. Tinba is a small malware which is very difficult to detect because of its small size, smaller than other Trojan that is commonly known. The purpose of this paper is to monitor tinba traffic. Before the blocking stage, the initial stage…