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App stores include an increasing amount of user feedback in form of app ratings and reviews. Research and recently also tool vendors have proposed analytics and data mining solutions to leverage this feedback to developers and analysts,…

Information Retrieval · Computer Science 2019-04-30 Daniel Martens , Walid Maalej

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…

Software Engineering · Computer Science 2021-02-16 Marlo Häring , Christoph Stanik , Walid Maalej

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

Millions of people now turn to artificial intelligence (AI) systems for personal advice, guidance, and support. Such systems can be sycophantic, frequently affirming users' views and beliefs. Across five preregistered studies (N = 3,075…

Human-Computer Interaction · Computer Science 2026-05-13 Lujain Ibrahim , Franziska Sofia Hafner , Myra Cheng , Cinoo Lee , Rebecca Anselmetti , Robb Willer , Luc Rocher , Diyi Yang

User feedback is becoming an increasingly important source of information for requirements engineering, user interface design, and software engineering in general. Nowadays, user feedback is largely available and easily accessible in social…

Software Engineering · Computer Science 2024-07-23 Walid Maalej , Volodymyr Biryuk , Jialiang Wei , Fabian Panse

While computer systems that allow users to interact through conversational natural language (i.e., chatbots) have existed for many years, varying types of applications advertising AI companionship (e.g., Character AI, Replika) have…

Computers and Society · Computer Science 2026-03-17 Natalie Grace Brigham , Lucy Qin , Tadayoshi Kohno

Search and recommender systems that take the initiative to ask clarifying questions to better understand users' information needs are receiving increasing attention from the research community. However, to the best of our knowledge, there…

Information Retrieval · Computer Science 2020-08-04 Jie Zou , Evangelos Kanoulas , Yiqun Liu

The landscape of analytics is changing rapidly. Much of online user analytics, however, is based on collection of various user analytics numbers. Understanding these numbers, and then relating them to higher numerical analysis for the…

Human-Computer Interaction · Computer Science 2018-10-02 Joni Salminen , Bernard J. Jansen

Online platforms have a wealth of data, run countless experiments and use industrial-scale algorithms to optimize user experience. Despite this, many users seem to regret the time they spend on these platforms. One possible explanation is…

Social and Information Networks · Computer Science 2023-10-24 Jon Kleinberg , Sendhil Mullainathan , Manish Raghavan

There are over one million apps on Google Play Store and over half a million publishers. Having such a huge number of apps and developers can pose a challenge to app users and new publishers on the store. Discovering apps can be challenging…

Machine Learning · Computer Science 2016-09-03 Babatunde Olabenjo

Opinion mining plays a vital role in analysing user feedback and extracting insights from textual data. While most research focuses on sentiment polarity (e.g., positive, negative, neutral), fine-grained emotion classification in app…

Information Retrieval · Computer Science 2025-11-20 Quim Motger , Marc Oriol , Max Tiessler , Xavier Franch , Jordi Marco

Mobile devices have become ubiquitous tools for communication, entertainment, and productivity, yet battery autonomy remains a constraint. While energy-saving tips exist, they are often generic, anecdotal, or focused on software development…

Software Engineering · Computer Science 2026-04-29 Wellington Oliveira

In this paper, we study collaborative filtering in an interactive setting, in which the recommender agents iterate between making recommendations and updating the user profile based on the interactive feedback. The most challenging problem…

Information Retrieval · Computer Science 2020-07-07 Lixin Zou , Long Xia , Yulong Gu , Xiangyu Zhao , Weidong Liu , Jimmy Xiangji Huang , Dawei Yin

AI companion chatbots are increasingly used for emotional support, with prior work in the domain predominantly documenting their mixed psychosocial impacts, including both increased emotional expression and heightened loneliness. However,…

Human-Computer Interaction · Computer Science 2026-03-25 Olivia Yan Huang , Monika Stodolska , Sharifa Sultana

With over 500,000 commits and more than 700 contributors, the Android platform is undoubtedly one of the largest industrial-scale software projects. This project provides the Android API, and developers heavily rely on this API to develop…

Software Engineering · Computer Science 2022-06-01 Pei Liu , Li Li , Yichun Yan , Mattia Fazzini , John Grundy

Many companies, including Google, Amazon, and Apple, offer voice assistants as a convenient solution for answering general voice queries and accessing their services. These voice assistants have gained popularity and can be easily accessed…

Human-Computer Interaction · Computer Science 2024-09-16 Tina Khezresmaeilzadeh , Elaine Zhu , Kiersten Grieco , Daniel J. Dubois , Konstantinos Psounis , David Choffnes

Measuring user satisfaction level is a challenging task, and a critical component in developing large-scale conversational agent systems serving the needs of real users. An widely used approach to tackle this is to collect human annotation…

To achieve the promoted benefits of an AI symptom checker, laypeople must trust and subsequently follow its instructions. In AI, explanations are seen as a tool to communicate the rationale behind black-box decisions to encourage trust and…

Human-Computer Interaction · Computer Science 2022-03-01 Claire Woodcock , Brent Mittelstadt , Dan Busbridge , Grant Blank

Many people use search engines to find online guidance to solve computer or mobile device problems. Users frequently encounter challenges in identifying effective solutions from search results, often wasting time trying ineffective…

Information Retrieval · Computer Science 2024-07-10 Lei Ding , Jeshwanth Bheemanpally , Yi Zhang

Classifying mobile apps based on their description is beneficial for several purposes. However, many app descriptions do not reflect app functionalities, whether accidentally or on purpose. Most importantly, these app classification methods…

Software Engineering · Computer Science 2021-03-23 Md. Shamsujjoha , John Grundy , Li Li , Hourieh Khalajzadeh , Qinghua Lu