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Machine learning (ML) - based software systems are rapidly gaining adoption across various domains, making it increasingly essential to ensure they perform as intended. This report presents best practices for the Test and Evaluation (T&E)…

Software Engineering · Computer Science 2023-10-11 Jaganmohan Chandrasekaran , Tyler Cody , Nicola McCarthy , Erin Lanus , Laura Freeman

Systems tend to become more and more complex. This has a direct impact on system engineering processes. Two of the most important phases in these processes are requirements engineering and quality assurance. Two significant complexity…

Software Engineering · Computer Science 2013-03-06 Stephan Weißleder , Hartmut Lackner

It is widely documented that the absence of a structured approach to spreadsheet engineering is a key factor in the high level of spreadsheet errors. In this paper we propose and investigate the application of Test-Driven Development to the…

Software Engineering · Computer Science 2024-12-31 Alan Rust , Brian Bishop , Kevin McDaid

The idea of IoT world has grown to multiple dimensions enclosing different technologies and standards which can provide solutions and goal oriented intelligence to the widespread things via network or internet. In spite of different…

Software Engineering · Computer Science 2017-05-23 Parthkumar Patel , Jayraj Dave , Shreedhar Dalal , Pankesh Patel , Sanjay Chaudhary

A/B testing is widexly used in the industry to optimize customer facing websites. Many companies employ experimentation specialists to facilitate and improve the process of A/B testing. Here, we present the application of A/B testing to…

Information Retrieval · Computer Science 2024-06-25 Melanie J. I. Müller

We present an automated framework for solidifying the cohesion between software specifications, their dependently typed models, and implementation at compile time. Model Checking and type checking are currently separate techniques for…

Programming Languages · Computer Science 2024-07-18 Thomas Ekström Hansen , Edwin Brady

Many organizations seek to ensure that machine learning (ML) and artificial intelligence (AI) systems work as intended in production but currently do not have a cohesive methodology in place to do so. To fill this gap, we propose MLTE…

Software Engineering · Computer Science 2023-03-06 Katherine R. Maffey , Kyle Dotterrer , Jennifer Niemann , Iain Cruickshank , Grace A. Lewis , Christian Kästner

The advent of automation in particular Software Engineering (SE) tasks has transitioned from theory to reality. Numerous scholarly articles have documented the successful application of Artificial Intelligence to address issues in areas…

Software Engineering · Computer Science 2023-05-26 Nathalia Nascimento , Paulo Alencar , Donald Cowan

Artificial Intelligence (AI) / Machine Learning (ML)-based systems are widely sought-after commercial solutions that can automate and augment core business services. Intelligent systems can improve the quality of services offered and…

Machine Learning · Computer Science 2021-03-26 Akriti Chadda , Kelly Song , Raman Chandrasekar , Ian Gorton

The rapid advancement of Large Language Models (LLMs) is reshaping software engineering by profoundly influencing coding, documentation, and system maintenance practices. As these tools become deeply embedded in developers' daily workflows,…

Software Engineering · Computer Science 2025-12-29 Vítor Mateus de Brito , Kleinner Farias

We demonstrate a specific method and technology for model-based testing of large software projects with the QuickCheck tool using property-based specifications. Our specifications are very precise, state-full models of the software under…

Software Engineering · Computer Science 2017-03-21 Wojciech Mostowski , Thomas Arts , John Hughes

Autonomous systems have gained an important role in many industry domains and are beginning to change everyday life. However, due to dynamically emerging applications and often proprietary constraints, there is a lack of information about…

Software Engineering · Computer Science 2025-06-06 Katerina Goseva-Popstojanova , Denny Hood , Johann Schumann , Noble Nkwocha

During the last decade, the information technology industry has adopted a data-driven culture, relying on online metrics to measure and monitor business performance. Under the setting of big data, the majority of such metrics approximately…

Applications · Statistics 2018-09-14 Alex Deng , Ulf Knoblich , Jiannan Lu

Context: Software testability is the degree to which a software system or a unit under test supports its own testing. To predict and improve software testability, a large number of techniques and metrics have been proposed by both…

Software Engineering · Computer Science 2018-12-07 Vahid Garousi , Michael Felderer , Feyza Nur Kilicaslan

The behavior of mobile devices is highly non deterministic and barely predictable due to the interaction of the user with its applications. In consequence, analyzing the correctness of applications running on a smartphone involves dealing…

Software Engineering · Computer Science 2015-04-10 Ana Rosario Espada , María del Mar Gallardo , Alberto Salmerón , Pedro Merino

Internet-scale distributed systems often replicate data at multiple geographic locations to provide low latency and high availability. The Conflict-free Replicated Data Type (CRDT) is a framework that provides a principled approach to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-02 Yuqi Zhang , Yu Huang , Hengfeng Wei , Xiaoxing Ma

Online experiments such as Randomised Controlled Trials (RCTs) or A/B-tests are the bread and butter of modern platforms on the web. They are conducted continuously to allow platforms to estimate the causal effect of replacing system…

Machine Learning · Computer Science 2023-04-24 Olivier Jeunen

The article presents the first results of a PhD study connected to testing of safety critical medical devices: a systematically executed case study at a Hungarian manufacturer of medical devices. The article shortly describes the process of…

Software Engineering · Computer Science 2014-04-29 Miklos Taliga

Having a high quality software is essential in software engineering, which requires robust validation and verification processes during testing activities. Manual testing, while effective, can be time consuming and costly, leading to an…

Software Engineering · Computer Science 2025-01-03 Betim Sherifi , Khaled Slhoub , Fitzroy Nembhard

Context: Evidence-based software engineering (EBSE) can be an effective resource to bridge the gap between academia and industry by balancing research of practical relevance and academic rigor. To achieve this, it seems necessary to…

Software Engineering · Computer Science 2022-02-08 Sebastián Pizard , Diego Vallespir , Barbara Kitchenham
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