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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…

软件工程 · 计算机科学 2017-06-16 Irina Mariuca Asavoae , Hoang Nga Nguyen , Markus Roggenbach , Siraj Ahmed Shaikh

With the Increasing use of Machine Learning in Android applications, more research and efforts are being put into developing better-performing machine learning algorithms with a vast amount of data. Along with machine learning for mobile…

密码学与安全 · 计算机科学 2021-09-22 Aryan Verma

Mobile health apps provide a unique means of collecting data that can be used to deliver adaptive interventions.The predicted outcomes considerably influence the selection of such interventions. Recourse via counterfactuals provides…

机器学习 · 计算机科学 2022-11-15 Jennifer Chien , Anna Guitart , Ana Fernandez del Rio , Africa Perianez , Lauren Bellhouse

Privacy concerns have long been expressed around smart devices, and the concerns around Android apps have been studied by many past works. Over the past 10 years, we have crawled and scraped data for almost 1.9 million apps, and also stored…

密码学与安全 · 计算机科学 2021-12-30 Alexander Yu , Yuvraj Agarwal , Jason I. Hong

Smartphones are becoming necessary tools in the daily lives of mil-lions of users who rely on these devices and their applications. There are thou-sands of applications for smartphone devices such as the iPhone, Blackberry, and Android,…

软件工程 · 计算机科学 2019-10-08 Sonia Meskini , Ali Bou Nassif , Luiz Fernando Capretz

In the Google Play store, an introduction page is associated with every mobile application (app) for users to acquire its details, including screenshots, description, reviews, etc. However, it remains a challenge to identify what items…

人机交互 · 计算机科学 2017-03-08 He Jiang , Hongjing Ma , Zhilei Ren , Jingxuan Zhang , Xiaochen Li

Counterfeit apps impersonate existing popular apps in attempts to misguide users to install them for various reasons such as collecting personal information or spreading malware. Many counterfeits can be identified once installed, however…

We investigate the use of Android permissions as the vehicle to allow for quick and effective differentiation between benign and malware apps. To this end, we extract all Android permissions, eliminating those that have zero impact, and…

密码学与安全 · 计算机科学 2022-01-24 Muhammad Suleman Saleem , Jelena Mišić , Vojislav B. Mišić

As the popularity of Android smart phones has increased in recent years, so too has the number of malicious applications. Due to the potential for data theft mobile phone users face, the detection of malware on Android devices has become an…

密码学与安全 · 计算机科学 2019-08-14 Chenglin Li , Keith Mills , Rui Zhu , Di Niu , Hongwen Zhang , Husam Kinawi

App stores allow users to give valuable feedback on apps, and developers to find this feedback and use it for the software evolution. However, finding user feedback that matches existing bug reports in issue trackers is challenging as users…

软件工程 · 计算机科学 2021-02-16 Marlo Häring , Christoph Stanik , Walid Maalej

The value of mobile apps is traditionally measured by metrics such as the number of downloads, installations, or user ratings. A problem with these measures is that they reflect actual usage at most indirectly. Indeed, analytic companies…

计算机与社会 · 计算机科学 2016-12-01 Stephan Sigg , Eemil Lagerspetz , Ella Peltonen , Petteri Nurmi , Sasu Tarkoma

Building behavior profiles of Android applications (apps) with holistic, rich and multi-view information (e.g., incorporating several semantic views of an app such as API sequences, system calls, etc.) would help catering downstream…

机器学习 · 计算机科学 2018-09-18 Annamalai Narayanan , Charlie Soh , Lihui Chen , Yang Liu , Lipo 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…

密码学与安全 · 计算机科学 2024-12-17 Simon Torka , Sahin Albayrak

Software testing is an important phase in the software development life-cycle because it helps in identifying bugs in a software system before it is shipped into the hand of its end users. There are numerous studies on how developers test…

软件工程 · 计算机科学 2019-02-15 Luis Cruz , Rui Abreu , David Lo

While extremely valuable to achieve advanced functions, mobile phone sensors can be abused by attackers to implement malicious activities in Android apps, as experimentally demonstrated by many state-of-the-art studies. There is hence a…

密码学与安全 · 计算机科学 2022-01-19 Xiaoyu Sun , Xiao Chen , Kui Liu , Sheng Wen , Li Li , John Grundy

In this technologically advanced era, with the proliferation of artificial intelligence, many mobile apps are available for plant disease detection, diagnosis, and treatment, each with a variety of features. These apps need to be…

Regression bugs occur whenever software functionality that previously worked as desired stops working, or no longer works as expected. Code changes, such as bug fixes or new feature work, may result in a regression bug. Regression bugs are…

软件工程 · 计算机科学 2015-05-07 Dekel Cohen , Amiram Yehudai

With the rapid growth of Android malware, many machine learning-based malware analysis approaches are proposed to mitigate the severe phenomenon. However, such classifiers are opaque, non-intuitive, and difficult for analysts to understand…

密码学与安全 · 计算机科学 2020-08-14 Ming Fan , Wenying Wei , Xiaofei Xie , Yang Liu , Xiaohong Guan , Ting Liu

In the past few years, mobile devices have been increasingly replacing traditional computers as their capabilities such as CPU computation, memory, RAM size, and many more, are being enhanced almost to the level of conventional computers.…

软件工程 · 计算机科学 2019-02-04 Ibrahim-Anka Salihu , Rosziati Ibrahim , Bestoun S. Ahmed , Kamal Z. Zamli , Asmau Usman

Inter-component communication (ICC) is a widely used mechanism in mobile apps, which enables message-based control flow transferring and data passing between Android components. Effective ICC resolution requires precisely identifying entry…

软件工程 · 计算机科学 2022-09-07 Jiwei Yan , Shixin Zhang , Yepang Liu , Xi Deng , Jun Yan , Jian Zhang