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Intelligent Mobile Malware Detection

The popularity of Android mobile phones has caused more cybercriminals to create malware applications that carry out various malicious activities. The attacks, which escalated after the COVID-19 pandemic, proved there is great importance in protecting Android mobile devices from malware attacks. Intelligent Mobile Malware Detection will teach users how to develop intelligent Android malware detection mechanisms by using various graph and stochastic models. The book begins with an introduction to the Android operating system accompanied by the limitations of the state-of-the-art static malware detection mechanisms as well as a detailed presentation of a hybrid malware detection mechanism. The text then presents four different system call-based dynamic Android malware detection mechanisms using graph centrality measures, graph signal processing and graph convolutional networks. Further, the text shows how most of the Android malware can be detected by checking the presence of a unique subsequence of system calls in its system call sequence. All the malware detection mechanisms presented in the book are based on the authors' recent research. The experiments are conducted with the latest Android malware samples, and the malware samples are collected from public repositories. The source codes are also provided for easy implementation of the mechanisms. This book will be highly useful to Android malware researchers, developers, students and cyber security professionals to explore and build defense mechanisms against the ever-evolving Android malware.

Cross Stitch

The Book Series "Animals" Discover the world of Ukrainian embroidery with the book series "Animals". This series is a true treasure for everyone passionate about creating exquisite patterns and recreating modern designs on fabric. Each book in the series offers a detailed pattern and key. The "Animals" series will become your reliable guide to crafting home decor or unique gifts. Revive traditions by giving them a modern touch, and create masterpieces with your own hands! Embroidery is an art that unites generations. Experience the magic of stitching with us!

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