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Malware for Android is becoming increasingly dangerous to the safety of mobile devices and the data they hold. Although machine learning(ML) techniques have been shown to be effective at detecting malware for Android, a comprehensive…

Cryptography and Security · Computer Science 2023-07-06 Md Naseef-Ur-Rahman Chowdhury , Ahshanul Haque , Hamdy Soliman , Mohammad Sahinur Hossen , Tanjim Fatima , Imtiaz Ahmed

STorage as a Service (STaaS) cloud platforms benefits such as getting access to data anywhere, anytime, on a wide range of devices made them very popular among businesses and individuals. As such forensics investigators are increasingly…

Cryptography and Security · Computer Science 2017-06-27 SeyedHossein Mohtasebi , Ali Dehghantanha , Kim-Kwang Raymond Choo

An average smartphone is equipped with an abundance of sensors to provide a variety of vital functionalities and conveniences. The data from these sensors can be collected in order to find trends or discover interesting correlations in the…

Cryptography and Security · Computer Science 2020-03-16 Marios Fanourakis

Smartphones and smartwatches are ever-present in daily life, and provide a rich source of information on their users' behaviour. In particular, digital traces derived from the phone's embedded movement sensors present an opportunity for a…

Machine Learning · Computer Science 2025-12-04 Conor McCarthy , Jan Peter van Zandwijk , Marcel Worring , Zeno Geradts

Cloud Forensics presents a multi-jurisdictional challenge that may undermines the success of digital forensic investigations (DFIs). The growing volumes of domiciled and foreign law enforcement (LE) requests, the latency and complexity of…

Cryptography and Security · Computer Science 2025-07-08 Abdellah Akilal , M-Tahar Kechadi

The Android ecosystem is vulnerable to issues such as app repackaging, counterfeiting, and piracy, threatening both developers and users. To mitigate these risks, developers often employ code obfuscation techniques. However, while effective…

Cryptography and Security · Computer Science 2025-02-10 Akila Niroshan , Suranga Seneviratne , Aruna Seneviratne

The increasing attraction of mobile apps has inspired researchers to analyze apps from different perspectives. As with any software product, apps have different attributes such as size, content maturity, rating, category, or number of…

Software Engineering · Computer Science 2024-05-27 Maleknaz Nayebi , Homayoon Farrahi , Ada Lee , Henry Cho , Guenther Ruhe

The emergence of mobile platforms with increased storage and computing capabilities and the pervasive use of these platforms for sensitive applications such as online banking, e-commerce and the storage of sensitive information on these…

Cryptography and Security · Computer Science 2015-12-15 Joshua Abah , Waziri O. , Abdullahi M. B , Arthur U. M , Adewale O. S

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…

Cryptography and Security · Computer Science 2023-12-20 Harris Papadopoulos , Nestoras Georgiou , Charalambos Eliades , Andreas Konstantinidis

Data volume grows explosively with the proliferation of powerful smartphones and innovative mobile applications. The ability to accurately and extensively monitor and analyze these data is necessary. Much concern in mobile data analysis is…

Computers and Society · Computer Science 2020-09-01 Mohammadhossein Ghahramani , MengChu Zhou , Gang Wang

We are in the dawn of deep learning explosion for smartphones. To bridge the gap between research and practice, we present the first empirical study on 16,500 the most popular Android apps, demystifying how smartphone apps exploit deep…

Machine Learning · Computer Science 2021-01-14 Mengwei Xu , Jiawei Liu , Yuanqiang Liu , Felix Xiaozhu Lin , Yunxin Liu , Xuanzhe Liu

Most contemporary mobile devices offer hardware-backed storage for cryptographic keys, user data, and other sensitive credentials. Such hardware protects credentials from extraction by an adversary who has compromised the main operating…

Cryptography and Security · Computer Science 2025-07-11 Jenny Blessing , Ross J. Anderson , Alastair R. Beresford

The Android ecosystem faces a notable challenge known as fragmentation, which denotes the extensive diversity within the system. This issue is mainly related to differences in system versions, device hardware specifications, and…

Software Engineering · Computer Science 2024-06-17 Zikan Dong , Yanjie Zhao , Tianming Liu , Chao Wang , Guosheng Xu , Guoai Xu , Haoyu Wang

This paper reviews work published between 2002 and 2022 in the fields of Android malware, clone, and similarity detection. It examines the data sources, tools, and features used in existing research and identifies the need for a…

Cryptography and Security · Computer Science 2024-12-17 Simon Torka , Sahin Albayrak

Researchers and commercial companies have made a lot of efforts on detecting malware in Android platform. However, a recent malware threat, App collusion, makes malware detection challenging. In App collusion, two or more Apps collaborate…

Cryptography and Security · Computer Science 2018-03-15 Jice Wang , Hongqi Wu

With the continuous growth in the usage of Android apps, ensuring their security has become critically important. An increasing number of malicious apps adopt anti-analysis techniques to evade security measures. Although some research has…

Cryptography and Security · Computer Science 2025-12-16 Dewen Suo , Lei Xue , Runze Tan , Weihao Huang , Guozi Sun

Smartphones and mobile devices are rapidly becoming indispensable devices for many users. Unfortunately, they also become fertile grounds for hackers to deploy malware and to spread virus. There is an urgent need to have a "security…

Cryptography and Security · Computer Science 2013-09-24 Min Zheng , Mingshen Sun , John C. S. Lui

Never before has any OS been so popular as Android. Existing mobile phones are not simply devices for making phone calls and receiving SMS messages, but powerful communication and entertainment platforms for web surfing, social networking,…

Cryptography and Security · Computer Science 2023-02-16 Xiaoyu Sun

In this position paper we advocate software model checking as a technique suitable for security analysis of mobile apps. Our recommendation is based on promising results that we achieved on analysing app collusion in the context of the…

Software Engineering · Computer Science 2017-06-16 Irina Mariuca Asavoae , Hoang Nga Nguyen , Markus Roggenbach , Siraj Ahmed Shaikh

On a daily basis, law enforcement officers struggle with suspects using mobile communication applications for criminal activities. These mobile applications replaced SMS-messaging and evolved the last few years from plain-text data…

Cryptography and Security · Computer Science 2020-11-10 Dennis Wijnberg , Nhien-An Le-Khac
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