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Mobile applications are being used every day by more than half of the world's population to perform a great variety of tasks. With the increasingly widespread usage of these applications, the need arises for efficient techniques to test…

Software Engineering · Computer Science 2017-09-05 Ariel Rosenfeld , Odaya Kardashov , Orel Zang

Mobile malware are malicious programs that target mobile devices. They are an increasing problem, as seen in the rise of detected mobile malware samples per year. The number of active smartphone users is expected to grow, stressing the…

Cryptography and Security · Computer Science 2022-02-15 J. S. Panman de Wit , J. van der Ham , D. Bucur

Malware constitutes a major global risk affecting millions of users each year. Standard algorithms in detection systems perform insufficiently when dealing with malware passed through obfuscation tools. We illustrate this studying in detail…

Cryptography and Security · Computer Science 2019-11-12 Alberto Redondo , David Rios Insua

The growing popularity of Android requires malware detection systems that can keep up with the pace of new software being released. According to a recent study, a new piece of malware appears online every 12 seconds. To address this, we…

Cryptography and Security · Computer Science 2025-11-14 Ali Muzaffar , Hani Ragab Hassen , Hind Zantout , Michael A Lones

As the Internet of Things (IoT) continues to evolve, smartphones have become essential components of IoT systems. However, with the increasing amount of personal information stored on smartphones, user privacy is at risk of being…

Cryptography and Security · Computer Science 2023-07-26 Quancheng Wang , Ming Tang , Jianming Fu

Access to privacy-sensitive information on Android is a growing concern in the mobile community. Albeit Google Play recently introduced some privacy guidelines, it is still an open problem to soundly verify whether apps actually comply with…

Cryptography and Security · Computer Science 2021-12-13 Luca Verderame , Davide Caputo , Andrea Romdhana , Alessio Merlo

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

The malware analysis and detection research community relies on the online platform VirusTotal to label Android apps based on the scan results of around 60 antiviral scanners. Unfortunately, there are no standards on how to best interpret…

Cryptography and Security · Computer Science 2020-07-02 Aleieldin Salem , Sebastian Banescu , Alexander Pretschner

In today's digitized world, software systems must support users in understanding both how to interact with a system and why certain behaviors occur. This study investigates whether explanation needs, classified from user reviews, can be…

Software Engineering · Computer Science 2025-08-21 Martin Obaidi , Kushtrim Qengaj , Jakob Droste , Hannah Deters , Marc Herrmann , Jil Klünder , Elisa Schmid , Kurt Schneider

The widespread adoption of smartphones dramatically increases the risk of attacks and the spread of mobile malware, especially on the Android platform. Machine learning-based solutions have been already used as a tool to supersede…

Cryptography and Security · Computer Science 2020-03-03 Rahim Taheri , Reza Javidan , Mohammad Shojafar , Vinod P , Mauro Conti

Machine Learning (ML) promises to enhance the efficacy of Android Malware Detection (AMD); however, ML models are vulnerable to realistic evasion attacks--crafting realizable Adversarial Examples (AEs) that satisfy Android malware domain…

Machine Learning · Computer Science 2024-12-25 Hamid Bostani , Zhengyu Zhao , Zhuoran Liu , Veelasha Moonsamy

Android apps collecting data from users must comply with legal frameworks to ensure data protection. This requirement has become even more important since the implementation of the General Data Protection Regulation (GDPR) by the European…

Cryptography and Security · Computer Science 2024-09-11 Mugdha Khedkar , Michael Schlichtig , Eric Bodden

Android's permission system is designed to balance usability with informed consent, yet two legacy mechanisms still undermine that balance in Android 16: (i) permission groups that silently auto-grant new permissions within a group after a…

Cryptography and Security · Computer Science 2026-05-28 Olawale Amos Akanji , Manuel Egele , Gianluca Stringhini

Smartphones' cameras, microphones, and device displays enable users to capture and view memorable moments of their lives. However, adversaries can trick users into authorizing malicious apps that exploit weaknesses in current mobile…

Operating Systems · Computer Science 2016-04-11 Giuseppe Petracca , Ahmad Atamli , Yuqiong Sun , Jens Grossklags , Trent Jaeger

The amount of Android malware has increased greatly during the last few years. Static analysis is widely used in detecting such malware by analyzing the code without execution. The effectiveness of current tools relies on the app model as…

Cryptography and Security · Computer Science 2016-04-11 Mohsin Junaid , Donggang Liu , David Kung

With the popularity of Android growing exponentially, the amount of malware has significantly exploded. It is arguably one of the most viral problems on mobile platforms. Recently, various approaches have been introduced to detect Android…

Cryptography and Security · Computer Science 2022-01-25 Peng Xu

The age of technology has created a huge market for smartphones and Apps usage and a new generation has been created based on knowledge sharing. Now knowledge has been made easily accessible by Apps but; are users even aware of the…

Computers and Society · Computer Science 2018-04-19 Akosua Boakyewaa Teye , Ezer Osei Yeboah-Boateng

Differentiating malware is important to determine their behaviors and level of threat; as well as to devise defensive strategy against them. In response, various anti-malware systems have been developed to distinguish between different…

Machine Learning · Computer Science 2023-07-06 Nazmul Islam , Seokjoo Shin

DroidDissector is an extraction tool for both static and dynamic features. The aim is to provide Android malware researchers and analysts with an integrated tool that can extract all of the most widely used features in Android malware…

Cryptography and Security · Computer Science 2023-12-04 Ali Muzaffar , Hani Ragab Hassen , Hind Zantout , Michael A Lones

Static analysis remains one of the most popular approaches for detecting and correcting poor or vulnerable program code. It involves the examination of code listings, test results, or other documentation to identify errors, violations of…

Artificial Intelligence · Computer Science 2021-08-27 Fitzroy D. Nembhard , Marco M. Carvalho
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