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There are around a hundred installed apps on an average smartphone. The high number of apps and the limited number of app icons that can be displayed on the device's screen requires a new paradigm to address their visibility to the user. In…

Machine Learning · Computer Science 2016-01-26 Joseph Keshet , Adam Kariv , Arnon Dagan , Dvir Volk , Joey Simhon

Understanding the demographics of app users is crucial, for example, for app developers, who wish to target their advertisements more effectively. Our work addresses this need by studying the predictability of user demographics based on the…

Social and Information Networks · Computer Science 2016-03-02 Eric Malmi , Ingmar Weber

We have carefully instrumented a large portion of the population living in a university graduate dormitory by giving participants Android smart phones running our sensing software. In this paper, we propose the novel problem of predicting…

Social and Information Networks · Computer Science 2011-06-06 Wei Pan , Nadav Aharony , Alex Pentland

With the recent growth of conversational systems and intelligent assistants such as Apple Siri and Google Assistant, mobile devices are becoming even more pervasive in our lives. As a consequence, users are getting engaged with the mobile…

Information Retrieval · Computer Science 2018-07-16 Mohammad Aliannejadi , Hamed Zamani , Fabio Crestani , W. Bruce Croft

Despite the widespread use of encryption techniques to provide confidentiality over Internet communications, mobile device users are still susceptible to privacy and security risks. In this paper, a new Deep Neural Network (DNN) based user…

Cryptography and Security · Computer Science 2022-03-30 Madushi H. Pathmaperuma , Yogachandran Rahulamathavan , Safak Dogan , Ahmet M. Kondoz , Rongxing Lu

Since its conception, smart app market has grown exponentially. Success in the app market depends on many factors among which the quality of the app is a significant contributor, such as energy use. Nevertheless, smartphones, as a subset of…

Artificial Intelligence · Computer Science 2016-08-16 Ramin Rahnamoun , Reza Rawassizadeh , Arash Maskooki

Due to the popularity of context-awareness in the Internet of Things (IoT) and the recent advanced features in the most popular IoT device, i.e., smartphone, modeling and predicting personalized usage behavior based on relevant contexts can…

Computers and Society · Computer Science 2019-10-01 Iqbal H. Sarker , Khaled Salah

This paper sets out a process of app analysis intended to support understanding of use but also redesign. From usage logs we infer activity patterns - Markov models - and employ probabilistic formal analysis to ask questions about the use…

Software Engineering · Computer Science 2015-10-28 Oana Andrei , Muffy Calder , Matthew Chalmers , Alistair Morrison , Mattias Rost

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

While mobile social apps have become increasingly important in people's daily life, we have limited understanding on what motivates users to engage with these apps. In this paper, we answer the question whether users' in-app activity…

Machine Learning · Computer Science 2019-06-04 Yozen Liu , Xiaolin Shi , Lucas Pierce , Xiang Ren

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

Mobile devices have evolved from just communication devices into an indispensable part of people's lives in form of smartphones, tablets and smart watches. Devices are now more personal than ever and carry more information about a person…

Computers and Society · Computer Science 2020-05-26 Aman Singh , Ashish Prajapatia , Vikash Kumar , Subhankar Mishra

With the emergence of deep learning techniques, smartphone apps are now embedded on-device AI features for enabling advanced tasks like speech translation, to attract users and increase market competitiveness. A good interaction design is…

Human-Computer Interaction · Computer Science 2023-07-04 Jason Ching Yuen Siu , Jieshan Chen , Yujin Huang , Zhenchang Xing , Chunyang Chen

We are in the dawn of deep learning explosion for smartphones. To bridge the gap between research and practice, we present the first empirical study on 16,500 the most popular Android apps, demystifying how smartphone apps exploit deep…

Machine Learning · Computer Science 2021-01-14 Mengwei Xu , Jiawei Liu , Yuanqiang Liu , Felix Xiaozhu Lin , Yunxin Liu , Xuanzhe Liu

In this paper we present the first population-level, city-scale analysis of application usage on smartphones. Using deep packet inspection at the network operator level, we obtained a geo-tagged dataset with more than 6 million unique…

Computers and Society · Computer Science 2025-09-17 Donghan Yu , Yong Li , Fengli Xu , Pengyu Zhang , Vassilis Kostakos

Many network services and tools (e.g. network monitors, malware-detection systems, routing and billing policy enforcement modules in ISPs) depend on identifying the type of traffic that passes through the network. With the widespread use of…

Networking and Internet Architecture · Computer Science 2020-01-17 Shahbaz Rezaei , Bryce Kroencke , Xin Liu

Managing the limited energy on mobile platforms executing long-running, resource intensive streaming applications requires adapting an application's operators in response to their power consumption. For example, the frame refresh rate may…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-16 Dipayan Mukherjee , Atul Sandur , Kirill Mechitov , Pratik Lahiri , Gul Agha

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…

Cryptography and Security · Computer Science 2020-06-05 Muhammad Zuhair Qadir , Atif Nisar Jilani , Hassam Ullah Sheikh

We investigate to what extent mobile use patterns can predict -- at the moment it is posted -- whether a notification will be clicked within the next 10 minutes. We use a data set containing the detailed mobile phone usage logs of 279…

Human-Computer Interaction · Computer Science 2017-12-21 Kleomenis Katevas , Ilias Leontiadis , Martin Pielot , Joan Serrà

Due to the rapid development of technology and the widespread usage of smartphones, the number of mobile applications is exponentially growing. Finding a suitable collection of apps that aligns with users needs and preferences can be…

Social and Information Networks · Computer Science 2023-10-02 Daksh Dave , Aditya Sharma , Shafii Muhammad Abdulhamid , Adeel Ahmed , Adnan Akhunzada , Rashid Amin
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