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相关论文: Enabling Mutation Testing for Android Apps

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In mutation testing, the quality of a test suite is evaluated by introducing faults into a program and determining whether the program's tests detect them. Most existing approaches for mutation testing involve the application of a fixed set…

软件工程 · 计算机科学 2025-03-10 Frank Tip , Jonathan Bell , Max Schaefer

With the rapid advancement of machine learning (ML), ML-based Android malware detection has gained significant popularity due to its ability to automatically learn malicious patterns from Android apps. However, the lack of an in-depth and…

密码学与安全 · 计算机科学 2026-04-21 Jiahao Liu , Jun Zeng , Fabio Pierazzi , Ziqi Yang , Lorenzo Cavallaro , Zhenkai Liang

Software testing is the important phase of software development process. But, this phase can be easily missed by software developers because of their limited time to complete the project. Since, software developers finish their software…

软件工程 · 计算机科学 2010-02-11 Mrs. R. Jeevarathinam , Dr. Antony Selvadoss Thanamani

Android, the most popular mobile OS, has around 78% of the mobile market share. Due to its popularity, it attracts many malware attacks. In fact, people have discovered around one million new malware samples per quarter, and it was reported…

密码学与安全 · 计算机科学 2016-12-13 Mingshen Sun , Xiaolei Li , John C. S. Lui , Richard T. B. Ma , Zhenkai Liang

Machine-learning models have been recently used for detecting malicious Android applications, reporting impressive performances on benchmark datasets, even when trained only on features statically extracted from the application, such as…

机器学习 · 计算机科学 2018-10-30 Marco Melis , Davide Maiorca , Battista Biggio , Giorgio Giacinto , Fabio Roli

Static detection technologies based on signature-based approaches that are widely used in Android platform to detect malicious applications. It can accurately detect malware by extracting signatures from test data and then comparing the…

密码学与安全 · 计算机科学 2017-09-27 Sanya Chaba , Rahul Kumar , Rohan Pant , Mayank Dave

In the digitized world, smartphones and their apps play an important role. To name just a few examples, some apps offer possibilities for entertainment, others for online banking, and others offer support for two-factor authentication.…

密码学与安全 · 计算机科学 2023-07-18 Alexander Hefter , Christoph Sendner , Alexandra Dmitrienko

XML configuration files are widely used in Android to define an app's user interface and essential runtime information such as system permissions. As Android evolves, it might introduce functional changes in the configuration environment,…

软件工程 · 计算机科学 2021-09-02 Huaxun Huang , Ming Wen , Lili Wei , Yepang Liu , Shing-Chi Cheung

In this paper, we present a comparative analysis of benign and malicious Android applications, based on static features. In particular, we focus our attention on the permissions requested by an application. We consider both binary…

密码学与安全 · 计算机科学 2019-04-02 Neeraj Chavan , Fabio Di Troia , Mark Stamp

When software evolves, opportunities for introducing faults appear. Therefore, it is important to test the evolved program behaviors during each evolution cycle. We conduct an exploratory study to investigate the properties of…

软件工程 · 计算机科学 2021-12-30 Milos Ojdanic , Ezekiel Soremekun , Renzo Degiovanni , Mike Papadakis , Yves Le Traon

Android is currently the most extensively used smartphone platform in the world. Due to its popularity and open source nature, Android malware has been rapidly growing in recent years, and bringing great risks to users' privacy. The malware…

密码学与安全 · 计算机科学 2021-02-01 Wenhao fan , Liang Zhao , Jiayang Wang , Ye Chen , Fan Wu , Yuan'an Liu

Over the last decade, researchers have extensively explored the vulnerabilities of Android malware detectors to adversarial examples through the development of evasion attacks; however, the practicality of these attacks in real-world…

机器学习 · 计算机科学 2024-01-26 Hamid Bostani , Veelasha Moonsamy

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…

密码学与安全 · 计算机科学 2016-04-11 Mohsin Junaid , Donggang Liu , David Kung

Numerous tools rely on automatic categorization of Android apps as part of their methodology. However, incorrect categorization can lead to inaccurate outcomes, such as a malware detector wrongly flagging a benign app as malicious. One such…

软件工程 · 计算机科学 2023-10-12 Marco Alecci , Jordan Samhi , Tegawendé F. Bissyandé , Jacques Klein

Mobile apps have become ubiquitous. For app developers, it is a key priority to ensure their apps' correctness and reliability. However, many apps still suffer from occasional to frequent crashes, weakening their competitive edge.…

软件工程 · 计算机科学 2018-03-13 Lingling Fan , Ting Su , Sen Chen , Guozhu Meng , Yang Liu , Lihua Xu , Geguang Pu , Zhendong Su

Android Malware has emerged as a consequence of the increasing popularity of smartphones and tablets. While most previous work focuses on inherent characteristics of Android apps to detect malware, this study analyses indirect features and…

密码学与安全 · 计算机科学 2017-12-13 Ignacio Martín , José Alberto Hernández , Alfonso Muñoz , Antonio Guzmán

With the rapid growth in the number of IoT devices being added to the network, a major concern that arises is the security of these systems. As these devices are resource constrained, safety measures are difficult to implement on the edge.…

密码学与安全 · 计算机科学 2022-10-12 A. Bhanpurawala , K. El-Fakih , I. Zualkernan

It is well known that antivirus engines are vulnerable to evasion techniques (e.g., obfuscation) that transform malware into its variants. However, it cannot be necessarily attributed to the effectiveness of these evasions, and the limits…

密码学与安全 · 计算机科学 2025-07-29 Guozhu Meng , Zhixiu Guo , Xiaodong Zhang , Haoyu Wang , Kai Chen , Yang Liu

Since Android has become a popular software platform for mobile devices recently; they offer almost the same functionality as personal computers. Malwares have also become a big concern. As the number of new Android applications tends to be…

密码学与安全 · 计算机科学 2020-06-05 Muhammad Zuhair Qadir , Atif Nisar Jilani , Hassam Ullah Sheikh

As a new research area, quantum software testing lacks systematic testing benchmarks to assess testing techniques' effectiveness. Recently, some open-source benchmarks and mutation analysis tools have emerged. However, there is insufficient…

软件工程 · 计算机科学 2025-05-05 Eñaut Mendiluze Usandizaga , Tao Yue , Paolo Arcaini , Shaukat Ali