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In todays digital landscape, end-user feedback plays a crucial role in the evolution of software applications, particularly in addressing issues that hinder user experience. While much research has focused on high-rated applications,…

Software Engineering · Computer Science 2026-01-07 Nek Dil Khan , Javed Ali Khan , Darvesh Khan , Jianqiang Li , Mumrez Khan , Shah Fahad Khan

Annotation guidelines used to guide the annotation of training and evaluation datasets can have a considerable impact on the quality of machine learning models. In this study, we explore the effects of annotation guidelines on the quality…

Information Retrieval · Computer Science 2018-10-15 Faiz Ali Shah , Kairit Sirts , Dietmar Pfahl

Machine learning systems have become popular in fields such as marketing, financing, or data mining. While they are highly accurate, complex machine learning systems pose challenges for engineers and users. Their inherent complexity makes…

Computers and Society · Computer Science 2019-07-31 Andrea Papenmeier , Gwenn Englebienne , Christin Seifert

Mobile apps have exploded in popularity, encouraging developers to provide content to the massive user base of the main app stores. Although there exist automated techniques that can classify user comments into various topics with high…

Software Engineering · Computer Science 2017-07-18 Zahra Shakeri Hossein Abad , Shane D. V. Sims , Abdullah Cheema , Montasir B. Nasir , Payal Harisinghani

The increasing reliance on digital information necessitates advancements in conversational search systems, particularly in terms of information transparency. While prior research in conversational information-seeking has concentrated on…

Information Retrieval · Computer Science 2024-05-07 Weronika Łajewska , Damiano Spina , Johanne Trippas , Krisztian Balog

Privacy, security, and accessibility, like ethical concerns in mobile applications (a.k.a. apps), commonly subsumed under non-functional requirements, are generally reported by users through app reviews available in app stores. However,…

Software Engineering · Computer Science 2026-04-21 Aakash Sorathiya , Gouri Ginde

Code reviews are central for software quality assurance. Ideally, reviewers should explain their feedback to enable authors of code changes to understand the feedback and act accordingly. Different developers might need different…

Software Engineering · Computer Science 2024-10-11 Ratnadira Widyasari , Ting Zhang , Abir Bouraffa , Walid Maalej , David Lo

Users review about an app is a crucial component for open mobile application market, such as the AppStore and the Google play. Analyzing these reviews can reveal user's sentiment towards a feature in the app. There exist several analytical…

Human-Computer Interaction · Computer Science 2018-10-26 Ahmed Fadhil

Recommendation systems are an important units in today's e-commerce applications, such as targeted advertising, personalized marketing and information retrieval. In recent years, the importance of contextual information has motivated…

Information Retrieval · Computer Science 2016-07-29 Tal Hadad

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

In recent years, mobile applications have become indispensable tools for managing various aspects of life. From enhancing productivity to providing personalized entertainment, mobile apps have revolutionized people's daily routines. Despite…

Software Engineering · Computer Science 2026-01-30 Shashiwadana Nirmania , Garima Sharma , Hourieh Khalajzadeh , Mojtaba Shahin

Explainability is widely regarded as essential for trustworthy artificial intelligence systems. However, the metrics commonly used to evaluate counterfactual explanations are algorithmic evaluation metrics that are rarely validated against…

Artificial Intelligence · Computer Science 2026-03-17 Felix Liedeker , Basil Ell , Philipp Cimiano , Christoph Düsing

Evolving software with an increasing number of features is harder to understand and thus harder to use. Software release planning has been concerned with planning these additions. Moreover, software of increasing size takes more effort to…

Software Engineering · Computer Science 2023-06-01 Maleknaz Nayebi , Konstantin Kuznetsov , Andreas Zeller , Guenther Ruhe

Interpretability provides a means for humans to verify aspects of machine learning (ML) models and empower human+ML teaming in situations where the task cannot be fully automated. Different contexts require explanations with different…

Machine Learning · Computer Science 2024-07-15 Zixi Chen , Varshini Subhash , Marton Havasi , Weiwei Pan , Finale Doshi-Velez

With the recent advances in the field of artificial intelligence, an increasing number of decision-making tasks are delegated to software systems. A key requirement for the success and adoption of such systems is that users must trust…

Artificial Intelligence · Computer Science 2020-06-17 Ingrid Nunes , Dietmar Jannach

Many accessibility features available on mobile platforms require applications (apps) to provide complete and accurate metadata describing user interface (UI) components. Unfortunately, many apps do not provide sufficient metadata for…

With the increasing usage of smartphones, there is a corresponding increase in the phone metadata generated by individuals using these devices. Managing the privacy of personal information on these devices can be a complex task. Recent…

Computers and Society · Computer Science 2016-04-15 Isha Ghosh , Vivek K. Singh

Predicting a mobile app's popularity before its first release can provide developers with a strategic advantage in a competitive marketplace, yet it remains a challenging problem. This study explores the extent to which internal software…

Software Engineering · Computer Science 2025-09-15 Md Nahidul Islam Opu , Fatima Islam Mouri , Rick Kazman , Yuanfang Cai , Shaiful Chowdhury

App reviews are a critical source of user feedback, offering valuable insights into an app's performance, features, usability, and overall user experience. Effectively analyzing these reviews is essential for guiding app development,…

Software Engineering · Computer Science 2025-05-09 Mohit Chaudhary , Chirag Jain , Preethu Rose Anish

Typically, machine learning models are trained and evaluated without making any distinction between users (e.g, using traditional hold-out and cross-validation). However, this produces inaccurate performance metrics estimates in multi-user…

Machine Learning · Computer Science 2023-12-11 Enrique Garcia-Ceja , Luciano Garcia-Banuelos , Nicolas Jourdan