I. Introduction
In recent years, with the digital transformation that has taken place, the rate of smart mobile device usage is increasing day by day. According to the “Digital 2022” report, the number of smart mobile devices worldwide has reached 5.3 billion [1] and Android operating system is used in 71.63% of these devices [2]. This is an indication that Android mobile devices are an indispensable part of daily life. Android systems have become the target of cyber attackers because of the valuable personal information they contain, which is directly proportional to factors such as the number of users, usage areas, and ease of application access. The attackers may receive access to users' devices through applications containing malware, which they succeeded in uploading to Google Play. In particular, the fact that Android applications can be downloaded from third-party sources as well as from the Google Play Store allows attackers to easily access the systems through an application. The number of mobile apps downloadable, which was 3.14 million in the fourth quarter of 2020, and 3.48 million as of the first quarter of 2021 [3]. However, the total number of Android malware in 2021 is 3.36 million [4]. This sheer when the number of Android users increases, and accordingly, the number of malware is increasing too. Because the amount of valuable information that attackers can be to accessed increases. This clearly requires effective malware detection systems against malware applications that are increasing in complexity.