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Android devices continue to grow in popularity and capability meaning the need for a forensically sound evidence collection methodology for these devices also increases. This chapter proposes a methodology for evidence collection and…

计算机与社会 · 计算机科学 2015-06-19 Ben Martini , Quang Do , Kim-Kwang Raymond Choo

Mobile application security has been one of the major areas of security research in the last decade. Numerous application analysis tools have been proposed in response to malicious, curious, or vulnerable apps. However, existing tools, and…

密码学与安全 · 计算机科学 2018-06-29 Richard Bonett , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

We report the findings of a reimplementation of 18 foundational studies in feature-based machine learning for Android malware detection, published during the period 2013-2023. These studies are reevaluated on a level playing field using a…

机器学习 · 计算机科学 2026-01-22 Ali Muzaffar , Hani Ragab Hassen , Hind Zantout , Michael A Lones

Building Android applications reliably remains a persistent challenge due to complex dependencies, diverse configurations, and the rapid evolution of the Android ecosystem. This study conducts an empirical analysis of 200 open-source…

软件工程 · 计算机科学 2025-11-11 Lakshmi Priya Bodepudi , Yutong Zhao , Ming Quan Fu , Yuanyuan Wu , Sen He , Yu Zhao

The Android operating system has become the most popular operating system for smartphones and tablets leading to a rapid rise in malware. Sophisticated Android malware employ detection avoidance techniques in order to hide their malicious…

密码学与安全 · 计算机科学 2017-04-03 Mohammed K. Alzaylaee , Suleiman Y. Yerima , Sakir Sezer

Digital forensic relies on validated tools and established procedures, yet the underlying operating systems, applications, and analysis tools evolve rapidly. This evolution can cause artifact behavior and tool outputs to drift, silently…

密码学与安全 · 计算机科学 2026-05-28 Michael Külper , Martin Lambertz , Mariia Rybalka

Volatile memory dump and its analysis is an essential part of digital forensics. Among a number of various software and hardware approaches for memory dumping there are authors who point out that some of these approaches are not resilient…

密码学与安全 · 计算机科学 2015-06-15 Igor Korkin , Ivan Nesterov

Mobile application security has been a major area of focus for security research over the course of the last decade. Numerous application analysis tools have been proposed in response to malicious, curious, or vulnerable apps. However,…

密码学与安全 · 计算机科学 2021-07-20 Amit Seal Ami , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

This paper uses a scenario-based role-play experiment based on the usage of QR codes to detect how mobile users respond to social engineering attacks conducted via mobile devices. The results of this experiment outline a guided mobile phone…

密码学与安全 · 计算机科学 2017-06-27 Milda Petraityte , Ali Dehghantanha , Gregory Epiphaniou

The increasing frequency of attacks on Android applications coupled with the recent popularity of large language models (LLMs) necessitates a comprehensive understanding of the capabilities of the latter in identifying potential…

密码学与安全 · 计算机科学 2025-03-18 Vasileios Kouliaridis , Georgios Karopoulos , Georgios Kambourakis

The goal of this paper is to analyze the behavior and intent of recent types of privacy invasive Android adware. There are two recent trends in this area: more financial motives instead of ego motives, and the development of more dynamic…

密码学与安全 · 计算机科学 2015-04-28 Emre Erturk

Analyzing Android applications for malicious behavior is an important area of research, and is made difficult, in part, by the increasingly large number of applications available for the platform. While techniques exist to perform static…

密码学与安全 · 计算机科学 2014-10-29 Michael Bierma , Eric Gustafson , Jeremy Erickson , David Fritz , Yung Ryn Choe

As the smartphone market leader, Android has been a prominent target for malware attacks. The number of malicious applications (apps) identified for it has increased continually over the past decade, creating an immense challenge for all…

The rapidly evolving nature of Android apps poses a significant challenge to static batch machine learning algorithms employed in malware detection systems, as they quickly become obsolete. Despite this challenge, the existing literature…

密码学与安全 · 计算机科学 2023-10-25 Molina-Coronado B. , Mori U. , Mendiburu A. , Miguel-Alonso J

Machine learning (ML) has demonstrated significant advancements in Android malware detection (AMD); however, the resilience of ML against realistic evasion attacks remains a major obstacle for AMD. One of the primary factors contributing to…

密码学与安全 · 计算机科学 2024-08-30 Hamid Bostani , Zhengyu Zhao , Veelasha Moonsamy

The Android middleware, in particular the so-called systemserver, is a crucial and central component to Android's security and robustness. To understand whether the systemserver provides the demanded security properties, it has to be…

密码学与安全 · 计算机科学 2021-10-13 Oliver Schranz , Sebastian Weisgerber , Erik Derr , Michael Backes , Sven Bugiel

The impressive growth of smartphone devices in combination with the rising ubiquity of using mobile platforms for sensitive applications such as Internet banking, have triggered a rapid increase in mobile malware. In recent literature, many…

密码学与安全 · 计算机科学 2023-12-20 Harris Papadopoulos , Nestoras Georgiou , Charalambos Eliades , Andreas Konstantinidis

Android Framework is a layer of software that exists in every Android system managing resources of all Android apps. A vulnerability in Android Framework can lead to severe hacks, such as destroying user data and leaking private…

密码学与安全 · 计算机科学 2016-11-04 Lannan Luo , Qiang Zeng , Chen Cao , Kai Chen , Jian Liu , Limin Liu , Neng Gao , Min Yang , Xinyu Xing , Peng Liu

Android Permission Model and Application (app) analysis has consistently remained the focus of the investigation of research groups and stakeholders of the Android ecosystem since it was launched in 2008. Even though the Android smartphone…

密码学与安全 · 计算机科学 2026-01-05 Rajendra Kumar Solanki , Vijay Laxmi , Manoj Singh Gaur

As the complexity of mobile applications grows exponentially and the fragmentation of user device environments intensifies, ensuring online application stability faces unprecedented challenges. Traditional methods, such as static logging…

软件工程 · 计算机科学 2025-12-29 Qi Hu , Jiangchao Liu , Xin Yu , Lin Zhang , Edward Jiang