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Performance is a critical quality attribute in software development, yet the impact of method-level code changes on performance evolution remains poorly understood. While developers often make intuitive assumptions about which types of…

Software Engineering · Computer Science 2025-08-12 Kaveh Shahedi , Nana Gyambrah , Heng Li , Maxime Lamothe , Foutse Khomh

The Massively Parallel Computation (MPC) model serves as a common abstraction of many modern large-scale data processing frameworks, and has been receiving increasingly more attention over the past few years, especially in the context of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-08 Danupon Nanongkai , Michele Scquizzato

In this paper, we study how object-oriented classes are used across thousands of software packages. We concentrate on "usage diversity'", defined as the different statically observable combinations of methods called on the same object. We…

Software Engineering · Computer Science 2018-07-06 Diego Mendez , Benoit Baudry , Martin Monperrus

The complex software systems developed nowadays require assessing their quality and proneness to errors. Reducing code complexity is a never-ending problem, especially in today's fast pace of software systems development. Therefore, the…

Software Engineering · Computer Science 2025-04-02 Laura Diana Cernau , Laura Diosan , Camelia Serban

Unlike most other software quality attributes, testability cannot be evaluated solely based on the characteristics of the source code. The effectiveness of the test suite and the budget assigned to the test highly impact the testability of…

Software Engineering · Computer Science 2022-08-25 Morteza Zakeri-Nasrabadi , Saeed Parsa

Source code is rarely written in isolation. It depends significantly on the programmatic context, such as the class that the code would reside in. To study this phenomenon, we introduce the task of generating class member functions given…

Computation and Language · Computer Science 2018-08-30 Srinivasan Iyer , Ioannis Konstas , Alvin Cheung , Luke Zettlemoyer

There are possible benefits and drawbacks to chaining methods together, as is often done in fluent APIs. A prior study investigated how Java developers chain methods in over 2.7k open-source projects. That study observed, for the dataset…

Software Engineering · Computer Science 2023-03-21 Ali M. Keshk , Robert Dyer

Even though numerous researchers require stable datasets along with source code and basic metrics calculated on them, neither GitHub nor any other code hosting platform provides such a resource. Consequently, each researcher must download…

Software Engineering · Computer Science 2024-03-14 Yegor Bugayenko

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

React is a popular JavaScript framework in modern web application development. Due to its high performance and efficiency, many developers use this framework. Although React library offers many advantages, it is not without its challenges.…

Software Engineering · Computer Science 2025-07-08 Vanesya Aura Ardity , Yusuf Sulistyo Nugroho , Syful Islam

People demand for software quality is growing increasingly, thus different scales for the software are growing fast to handle the quality of software. The software complexity metric is one of the measurements that use some of the internal…

Software Engineering · Computer Science 2014-08-21 Yahya Tashtoush , Mohammed Al-Maolegi , Bassam Arkok

There have been many studies conducted on predicting bugs. These studies show that code complexity, such as cyclomatic complexity, correlates with the presence of bugs in code. In this paper, we intend to find the correlation between path…

Software Engineering · Computer Science 2019-12-04 Changqi Chen

Many internal software metrics and external quality attributes of Java programs correlate strongly with program size. This knowledge has been used pervasively in quantitative studies of software through practices such as normalization on…

Software Engineering · Computer Science 2015-12-23 Cristina V. Lopes , Joel Ossher

Developers often extract methods to improve readability, understanding, and reuse, while inlining keeps logic in one block. Prior work based on static metrics has not shown clear differences between these practices, and the human side of…

Researchers, students and practitioners often encounter a situation when the build process of a third-party software system fails. In this paper, we aim to confirm this observation present mainly as anecdotal evidence so far. Using a…

Software Engineering · Computer Science 2017-12-05 Matúš Sulír , Jaroslav Porubän

Numerous methods can build predictive models from software data. However, what methods and conclusions should we endorse as we move from analytics in-the-small (dealing with a handful of projects) to analytics in-the-large (dealing with…

Software Engineering · Computer Science 2024-02-19 Suvodeep Majumder , Pranav Mody , Tim Menzies

Background. Test resources are usually limited and therefore it is often not possible to completely test an application before a release. To cope with the problem of scarce resources, development teams can apply defect prediction to…

Software Engineering · Computer Science 2019-04-17 Rainer Niedermayr , Tobias Röhm , Stefan Wagner

Sometimes debates on programming languages are more religious than scientific. Questions about which language is more succinct or efficient, or makes developers more productive are discussed with fervor, and their answers are too often…

Software Engineering · Computer Science 2015-06-04 Sebastian Nanz , Carlo A. Furia

Multi-dimensional classification (MDC) is the supervised learning problem where an instance is associated with multiple classes, rather than with a single class, as in traditional classification problems. Since these classes are often…

Machine Learning · Computer Science 2014-05-20 Jesse Read , Luca Martino , David Luengo

Software testing is one of the very important Quality Assurance (QA) components. A lot of researchers deal with the testing process in terms of tester motivation and how tests should or should not be written. However, it is not known from…

Software Engineering · Computer Science 2022-01-04 Matej Madeja , Jaroslav Porubän , Michaela Bačíková , Matúš Sulír , Ján Juhár , Sergej Chodarev , Filip Gurbáľ