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Organic updates (from a member's network) and sponsored updates (or ads, from advertisers) together form the newsfeed on LinkedIn. The newsfeed, the default homepage for members, attracts them to engage, brings them value and helps LinkedIn…

Social and Information Networks · Computer Science 2019-05-28 Jinyun Yan , Birjodh Tiwana , Souvik Ghosh , Haishan Liu , Shaunak Chatterjee

User engagement is crucial to the long-term success of a mobile app. Several metrics, such as dwell time, have been used for measuring user engagement. However, how to effectively predict user engagement in the context of mobile apps is…

Information Retrieval · Computer Science 2021-06-04 Yuan Tian , Ke Zhou , Dan Pelleg

The packaging model of Android apps requires the entire code necessary for the execution of an app to be shipped into one single apk file. Thus, an analysis of Android apps often visits code which is not part of the functionality delivered…

Software Engineering · Computer Science 2015-11-23 Li Li , Tegawendé F. Bissyandé , Jacques Klein , Yves Le Traon

Explainability, i.e. the ability of a system to explain its behavior to users, has become an important quality of software-intensive systems. Recent work has focused on methods for generating explanations for various algorithmic paradigms…

Software Engineering · Computer Science 2023-07-11 Max Unterbusch , Mersedeh Sadeghi , Jannik Fischbach , Martin Obaidi , Andreas Vogelsang

Mobile applications, often simply called "apps", are increasingly widespread, and we use them daily to perform a number of activities. Like all software, apps must be adequately tested to gain confidence that they behave correctly.…

Software Engineering · Computer Science 2015-04-01 Shauvik Roy Choudhary , Alessandra Gorla , Alessandro Orso

Enterprises are always on the lookout for tools that analyze end-users perspectives on their products. In particular, app reviews have been assessed as useful for guiding improvement efforts and software evolution, however, developers find…

Software Engineering · Computer Science 2019-07-25 Saurabh Malgaonkar , Chan Won Lee , Sherlock A. Licorish , Bastin Tony Roy Savarimuthu , Amjed Tahir

The integration of artificial intelligence (AI) into mobile applications has significantly transformed various domains, enhancing user experiences and providing personalized services through advanced machine learning (ML) and deep learning…

Software Engineering · Computer Science 2024-09-30 Yinghua Li , Xueqi Dang , Haoye Tian , Tiezhu Sun , Zhijie Wang , Lei Ma , Jacques Klein , Tegawendé F. Bissyandé

Mobile app distribution platforms such as Google Play Store allow users to share their feedback about downloaded apps in the form of a review comment and a corresponding star rating. Typically, the star rating ranges from one to five stars,…

Machine Learning · Computer Science 2018-08-14 Rahul Aralikatte , Giriprasad Sridhara , Neelamadhav Gantayat , Senthil Mani

The competing nature of the app market motivates us to shift our focus on apps that provide similar functionalities and directly compete with each other (i.e., peer apps). In this work, we study the ratings and the review text of 100…

Software Engineering · Computer Science 2022-04-11 Safwat Hassan , Heng Li , Ahmed E. Hassan

The increasing prevalence of mobile apps has led to a proliferation of resource usage scenarios in which they are deployed. This motivates the need to specialize mobile apps based on diverse and varying preferences of users. We propose a…

Software Engineering · Computer Science 2019-02-27 Brian Heath , Neelay Velingker , Osbert Bastani , Mayur Naik

When smartphones, applications (a.k.a, apps), and app stores have been widely adopted by the billions, an interesting debate emerges: whether and to what extent do device models influence the behaviors of their users? The answer to this…

Software Engineering · Computer Science 2017-07-31 Huoran Li , Xuan Lu

With the widespread use and adoption of mobile platforms like Android a new software quality concern has emerged -- energy consumption. However, developing energy-efficient software and applications requires knowledge and likewise proper…

Software Engineering · Computer Science 2021-03-23 Andreas Schuler , Gabriele Kotsis

The aim of this paper is to examine how consumer perceptions of social media advertisements affect advertising value and brand awareness. With a rapid increase in the number of social media users over the last ten years, a new advertising…

General Economics · Economics 2022-09-29 Ibrahim Halil Efendioglu , Yakup Durmaz

Mobile phones and tablets have become the most widely used computing devices, with a large predominance of the Android platform. As a natural evolution, the development of Android applications has surged and has become a major field of…

Software Engineering · Computer Science 2018-09-27 Franz-Xaver Geiger , Ivano Malavolta

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…

Software Engineering · Computer Science 2019-02-15 Luis Cruz , Rui Abreu , David Lo

User reviews published in mobile app repositories are essential for understanding user satisfaction and engagement within a specific market segment. Manual analysis of reviews is impractical due to the large data volume, and automated…

Software Engineering · Computer Science 2024-06-10 Quim Motger , Xavier Franch , Vincenzo Gervasi , Jordi Marco

"Incentivized" advertising platforms allow mobile app developers to acquire new users by directly paying users to install and engage with mobile apps (e.g., create an account, make in-app purchases). Incentivized installs are banned by the…

Computers and Society · Computer Science 2020-10-06 Shehroze Farooqi , Álvaro Feal , Tobias Lauinger , Damon McCoy , Zubair Shafiq , Narseo Vallina-Rodriguez

Mobile advertising dominates app monetization but introduces risks ranging from intrusive user experience to malware delivery. Existing detection methods rely either on static analysis, which misses runtime behaviors, or on heuristic UI…

Cryptography and Security · Computer Science 2026-03-24 Yizhe Zhao , Yongjian Fu , Zihao Feng , Hao Pan , Yongheng Deng , Yaoxue Zhang , Ju Ren

Nowadays, privacy has become a very serious issue with smart and mobile platforms. Users tend to allow intrusive apps access much sensible information without really knowing the potential threats. To solve this issue several solutions (e.g.…

Computers and Society · Computer Science 2018-09-05 Alan Ferrari , Silvia Giordano

Recent studies showed that the dialogs between app developers and app users on app stores are important to increase user satisfaction and app's overall ratings. However, the large volume of reviews and the limitation of resources discourage…

Software Engineering · Computer Science 2019-08-29 Phong Minh Vu , Tam The Nguyen , Tung Thanh Nguyen