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We present a study using new computational methods, based on a novel combination of machine learning for inferring admixture hidden Markov models and probabilistic model checking, to uncover interaction styles in a mobile app. These styles…

Human-Computer Interaction · Computer Science 2023-05-04 Oana Andrei , Muffy Calder , Matthew Chalmers , Alistair Morrison

Many intelligent user interfaces employ application and user models to determine the user's preferences, goals and likely future actions. Such models require application analysis, adaptation and expansion. Building and maintaining such…

Artificial Intelligence · Computer Science 2013-01-18 Peter J. Gorniak , David L. Poole

Software developers cannot always anticipate how users will actually use their software as it may vary from user to user, and even from use to use for an individual user. In order to address questions raised by system developers and…

Software Engineering · Computer Science 2014-03-27 Oana Andrei , Muffy Calder , Matthew Higgs , Mark Girolami

Given the importance of understanding the interaction between mobile devices and their users, app usage patterns have been studied in various contexts. However, prior work has not fully investigated longitudinal changes to app usage…

Human-Computer Interaction · Computer Science 2020-01-01 Dohyun Kim , Joshua Gluck , Malcolm Hall , Yuvraj Agarwal

Apps are emerging as an important form of on-line content, and they combine aspects of Web usage in interesting ways --- they exhibit a rich temporal structure of user adoption and long-term engagement, and they exist in a broader social…

Social and Information Networks · Computer Science 2015-03-25 Isabel Kloumann , Lada Adamic , Jon Kleinberg , Shaomei Wu

App markets have evolved into highly competitive and dynamic environments for developers. While the traditional app life cycle involves incremental updates for feature enhancements and issue resolution, some apps deviate from this norm by…

Software Engineering · Computer Science 2026-04-07 D. Denipitiyage , B. Silva , K. Gunathilaka , S. Seneviratne , A. Mahanti , A. Seneviratne , S. Chawla

With the increasing number of mobile Apps developed, they are now closely integrated into daily life. In this paper, we develop a framework to predict mobile Apps that are most likely to be used regarding the current device status of a…

Machine Learning · Computer Science 2013-10-01 Zhung-Xun Liao , Shou-Chung Li , Wen-Chih Peng , Philip S Yu

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

As the distinction between personal and organizational device usage continues to blur, the combination of applications that interact increases the need to investigate potential security issues. Although security and forensic researchers…

Cryptography and Security · Computer Science 2014-11-11 George Grispos , William Bradley Glisson , J. Harold Pardue , Mike Dickson

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

In this paper, we explore mobile app use as a behavioral biometric identifier. While several efforts have also taken on this challenge, many have alluded to the inconsistency in human behavior, resulting in updating the biometric template…

Cryptography and Security · Computer Science 2019-12-30 Md A. Noor , G. Kaptan , V. Cherukupally , P. Gera , T. Neal

The increasing popularity of smart mobile phones and their powerful sensing capabilities have enabled the collection of rich contextual information and mobile phone usage records through the device logs. This paper formulates the problem of…

Databases · Computer Science 2018-04-05 Iqbal H. Sarker , Flora D. Salim

Context-awareness in smart mobile applications is a growing area of study, because of it's intelligence in the applications. In order to build context-aware intelligent applications, mining contextual behavioral rules of individual…

Machine Learning · Computer Science 2018-10-31 Iqbal H. Sarker

Understanding how players interact with the mobile game app on smartphone devices is important for game experts to develop and refine their app products. Conventionally, the game experts achieve their purposes through intensive user studies…

Human-Computer Interaction · Computer Science 2021-10-19 Quan Li , Haipeng Zeng , Zhenhui Peng , Xiaojuan Ma

Mobile applications have become an inseparable part of people's daily life. Nonetheless, the market competition is extremely fierce, and apps lacking recognition among most users are susceptible to market elimination. To this end,…

Software Engineering · Computer Science 2023-11-28 Shiqi Duan , Jianxun Liu , Yong Xiao , Xiangping Zhang

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

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

The quality of software is enhanced by using the design patterns. The design patterns are the reusable component used in the development of the software, which delivers improved quality software to the end users. The researchers have…

Software Engineering · Computer Science 2013-12-10 A. Meiappane , Dr. V. Prasanna Venkataesan

The complex nature of intelligent systems motivates work on supporting users during interaction, for example through explanations. However, as of yet, there is little empirical evidence in regard to specific problems users face when…

Human-Computer Interaction · Computer Science 2020-02-05 Malin Eiband , Sarah Theres Völkel , Daniel Buschek , Sophia Cook , Heinrich Hussmann

Mobile applications (a.k.a., apps), which facilitate a large variety of tasks on mobile devices, have become indispensable in our everyday lives. Accomplishing a task may require the user to navigate among various apps. Unlike Web pages…

Human-Computer Interaction · Computer Science 2017-06-27 Ziniu Hu , Yun Ma , Qiaozhu Mei , Jian Tang
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