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Machine learning (ML) based approach is considered as one of the most promising techniques for Android malware detection and has achieved high accuracy by leveraging commonly-used features. In practice, most of the ML classifications only…

Cryptography and Security · Computer Science 2020-09-07 Bozhi Wu , Sen Chen , Cuiyun Gao , Lingling Fan , Yang Liu , Weiping Wen , Michael R. Lyu

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…

Cryptography and Security · Computer Science 2026-01-05 Rajendra Kumar Solanki , Vijay Laxmi , Manoj Singh Gaur

Malware detection is a growing problem particularly on the Android mobile platform due to its increasing popularity and accessibility to numerous third party app markets. This has also been made worse by the increasingly sophisticated…

Cryptography and Security · Computer Science 2016-07-28 BooJoong Kang , Suleiman Y. Yerima , Kieran McLaughlin , Sakir Sezer

Previous work has investigated the particularities of security practices within specific user communities defined based on country of origin, age, prior tech abuse, and economic status. Their results highlight that current security…

Cryptography and Security · Computer Science 2023-01-19 Savino Dambra , Leyla Bilge , Platon Kotzias , Yun Shen , Juan Caballero

The popularity of Android system, not only in the handset devices but also in IoT devices, makes it a very attractive destination for malware. Indeed, malware is expanding at a similar rate targeting such devices that rely, in most cases,…

Cryptography and Security · Computer Science 2018-06-26 ElMouatez Billah Karbab , Mouarad Debbabi

Vulnerabilities in Android smartphone chipsets have severe consequences, as recent real-world attacks have demonstrated that adversaries can leverage vulnerabilities to execute arbitrary code or exfiltrate confidential information. Despite…

Cryptography and Security · Computer Science 2024-12-10 Daniel Klischies , Philipp Mackensen , Veelasha Moonsamy

Mobile health (mHealth) applications (apps) have gained significant popularity over the last few years due to its tremendous benefits, such as lowering healthcare cost and increasing patient awareness. However, the sensitivity of healthcare…

Software Engineering · Computer Science 2021-01-19 Bakheet Aljedaani , M. Ali Babar

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…

Cryptography and Security · Computer Science 2019-08-14 Chenglin Li , Keith Mills , Rui Zhu , Di Niu , Hongwen Zhang , Husam Kinawi

Information hiding techniques are increasingly utilized by the current malware to hide its existence and communication attempts. In this paper we highlight this new trend by reviewing the most notable examples of malicious software that…

Cryptography and Security · Computer Science 2018-04-10 Wojciech Mazurczyk , Luca Caviglione

As mobile app usage continues to rise, so does the generation of extensive user interaction data, which includes actions such as swiping, zooming, or the time spent on a screen. Apps often collect a large amount of this data and claim to…

Software Engineering · Computer Science 2024-04-24 Feiyang Tang , Bjarte M. Østvold

Security of mobile apps affects the security of their users. This has fueled the development of techniques to automatically detect vulnerabilities in mobile apps and help developers secure their apps; specifically, in the context of Android…

Cryptography and Security · Computer Science 2017-11-09 Joydeep Mitra , Venkatesh-Prasad Ranganath

As in other cybersecurity areas, machine learning (ML) techniques have emerged as a promising solution to detect Android malware. In this sense, many proposals employing a variety of algorithms and feature sets have been presented to date,…

Cryptography and Security · Computer Science 2022-10-07 Borja Molina-Coronado , Usue Mori , Alexander Mendiburu , Jose Miguel-Alonso

Android users are now suffering severe threats from unwanted behaviors of various apps. The analysis of apps' audit logs is one of the essential methods for some device manufacturers to unveil the underlying malice within apps. We propose…

Software Engineering · Computer Science 2020-12-01 Zhaoyi Meng , Yan Xiong , Wenchao Huang , Fuyou Miao , Jianmeng Huang

The advancements in the digitization world has revolutionized the automotive industry. Today's modern cars are equipped with internet, computers that can provide autonomous driving functionalities as well as infotainment systems that can…

Cryptography and Security · Computer Science 2020-11-10 Abdul Moiz , Manar H. Alalfi

The login functionality, being the gateway to app usage, plays a critical role in both user experience and application security. As Android apps increasingly incorporate login functionalities, they support a variety of authentication…

Software Engineering · Computer Science 2025-02-14 Zixu Zhou , Rufeng Chen , Junfeng Chen , Yepang Liu , Lili Wei

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

Google and Apple have jointly provided an API for exposure notification in order to implement decentralized contract tracing apps using Bluetooth Low Energy, the so-called "Google/Apple Proposal", which we abbreviate by "GAP". We…

Machine learning (ML) has gained significant adoption in Android malware detection to address the escalating threats posed by the rapid proliferation of malware attacks. However, recent studies have revealed the inherent vulnerabilities of…

Cryptography and Security · Computer Science 2026-05-07 Yuyang Zhou , Guang Cheng , Zongyao Chen , Shui Yu

Despite the growing threat posed by Android malware, the research community is still lacking a comprehensive view of common behaviors and trends exposed by malware families active on the platform. Without such view, the researchers incur…

Cryptography and Security · Computer Science 2020-03-20 Guillermo Suarez-Tangil , Gianluca Stringhini

This paper presents a multidisciplinary approach to analyzing data from Telegram for early warning information regarding cyber threats. With the proliferation of hacktivist groups utilizing Telegram to disseminate information regarding…

Cryptography and Security · Computer Science 2024-12-31 Velizar Varbanov , Kalin Kopanov , Tatiana Atanasova