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Software reliability is an important quality attrib-ute, often evaluated as either a function of time or of system structures. The goal of this study is to have this metric cover both for component-based software, be-cause its reliability…

Software Engineering · Computer Science 2007-05-23 Wen-Li Wang , Mei-Huei Tang

Functional dependencies and feature interactions in automotive software systems are a major source of erroneous and deficient behavior. To overcome these problems, many approaches exist that focus on modeling these functional dependencies…

Software Engineering · Computer Science 2017-08-30 Andreas Vogelsang , Steffen Fuhrmann

Causal inference is central to many areas of artificial intelligence, including complex reasoning, planning, knowledge-base construction, robotics, explanation, and fairness. An active community of researchers develops and enhances…

Artificial Intelligence · Computer Science 2019-11-05 Amanda Gentzel , Dan Garant , David Jensen

Performance-influence models are beneficial for understanding how configurations affect system performance, but their creation is challenging due to the exponential growth of configuration spaces. While gray-box approaches leverage…

Software Engineering · Computer Science 2025-09-22 Omid Gheibi , Christian Kästner , Pooyan Jamshidi

Context: The utility of prediction models in empirical software engineering (ESE) is heavily reliant on the quality of the data used in building those models. Several data quality challenges such as noise, incompleteness, outliers and…

Software Engineering · Computer Science 2021-05-25 Michael Franklin Bosu , Stephen G. MacDonell

Composing basic skills from simple tasks to accomplish composite tasks is crucial for modern intelligent systems. We investigate the in-context composition ability of language models to perform composite tasks that combine basic skills…

Machine Learning · Computer Science 2025-10-28 Zidong Liu , Zhuoyan Xu , Zhenmei Shi , Yingyu Liang

Merging has become a widespread way to cheaply combine individual models into a single model that inherits their capabilities and attains better performance. This popularity has spurred rapid development of many new merging methods, which…

Machine Learning · Computer Science 2024-09-30 Derek Tam , Yash Kant , Brian Lester , Igor Gilitschenski , Colin Raffel

In the dynamic field of Software Engineering (SE), where practice is constantly evolving and adapting to new technologies, conducting research is a daunting quest. This poses a challenge for researchers: how to stay relevant and effective…

Software Engineering · Computer Science 2024-07-09 Jefferson Seide Molleri , Kai Petersen

The effort invested in a software project is probably one of the most important and most analyzed variables in recent years in the process of project management. The limitation of algorithmic effort prediction models is their inability to…

Software Engineering · Computer Science 2013-10-22 Sumeet Kaur Sehra , Yadwinder Singh Brar , Navdeep Kaur

Actually, software products are increasing in a fast way and are used in almost all activities of human life. Consequently measuring and evaluating the quality of a software product has become a critical task for many companies. Several…

Software Engineering · Computer Science 2014-12-10 Jose P. Miguel , David Mauricio , Glen Rodriguez

Software project development process is requiring accurate software cost and schedule estimation for achieve goal or success. A lot it referred to as the "Intricate brainteaser" because of its conscience attribute which is impact by…

Software Engineering · Computer Science 2015-03-12 Kardile Vilas Vasantrao

A recurring problem in software development is incorrect decision making on the techniques, methods and tools to be used. Mostly, these decisions are based on developers' perceptions about them. A factor influencing people's perceptions is…

Software Engineering · Computer Science 2024-02-13 Sira Vegas , Patricia Riofrio , Esperanza Marcos , Natalia Juristo

In a multi-modeling based approach, the system under development is described by several models that represent various perspectives and concerns. Obviously, these partial representations are less complex than the global model, but they need…

Software Engineering · Computer Science 2015-12-24 Youness Laghouaouta , Adil Anwar , Mahmoud Nassar

It seems logical to assert that the dynamic nature of software engineering practice would mean that software effort estimation (SEE) modelling should take into account project start and completion dates. That is, we should build models for…

Software Engineering · Computer Science 2020-12-04 Michael Franklin Bosu , Stephen G. MacDonell , Peter Whigham

One of the objectives of software engineering education is to make students to learn essential teamwork skills. This is done by having the students work in groups for course assignments. Student team composition plays a vital role in this,…

Software Engineering · Computer Science 2023-06-16 Sajid Ibrahim Hashmi , Jouni Markkula

Increasingly, courses on Empirical Software Engineering research methods are being offered in higher education institutes across the world, mostly at the M.Sc. and Ph.D. levels. While the need for such courses is evident and in line with…

Software Engineering · Computer Science 2025-03-17 Paris Avgeriou , Nauman bin Ali , Marcos Kalinowski , Daniel Mendez

Effort estimation is a complex area in decision-making, and is influenced by a diversity of factors that could increase the estimation error. The effects on effort estimation accuracy of having obsolete requirements in specifications have…

Software Engineering · Computer Science 2019-04-05 Lucas Gren , Richard Berntsson Svensson , Michael Unterkalmsteiner

Analysing and improving productivity has been one of the main goals of software engineering research since its beginnings. A plethora of studies has been conducted on various factors that resulted in several models for analysis and…

Software Engineering · Computer Science 2018-01-22 Stefan Wagner , Melanie Ruhe

Software development includes diverse tasks such as implementing new features, analyzing requirements, and fixing bugs. Being an expert in those tasks requires a certain set of skills, knowledge, and experience. Several studies investigated…

Software Engineering · Computer Science 2018-11-06 Sebastian Baltes , Stephan Diehl

In the domain of software engineering, our efforts as researchers to advise industry on which software practices might be applied most effectively are limited by our lack of evidence based information about the relationships between context…

Software Engineering · Computer Science 2021-04-19 Diana Kirk , Stephen G. MacDonell