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Context: New software development patterns are emerging aiming at accelerating the process of delivering value. One is Continuous Experimentation, which allows to systematically deploy and run instrumented software variants during…

Software Engineering · Computer Science 2020-09-14 Federico Giaimo , Hugo Andrade , Christian Berger

Context: Continuous integration (CI) is a software engineering technique that proclaims a set of frequent activities to assure the health of the software product. Researchers and practitioners mention several benefits related to CI.…

Software Engineering · Computer Science 2022-01-11 Eliezio Soares , Gustavo Sizilio , Jadson Santos , Daniel Alencar , Uira Kulesza

A/B experiments are commonly used in research to compare the effects of changing one or more variables in two different experimental groups - a control group and a treatment group. While the benefits of using A/B experiments are widely…

Software Engineering · Computer Science 2023-09-26 Andrew Hornback , Sungeun An , Scott Bunin , Stephen Buckley , John Kos , Ashok Goel

Reproducibility in research remains hindered by complex systems involving data, models, tools, and algorithms. Studies highlight a reproducibility crisis due to a lack of standardized reporting, code and data sharing, and rigorous…

Software Engineering · Computer Science 2024-11-05 Venkat S. Malladi , Maria Yazykova , Olesya Melnichenko , Yulia Dubinina

Randomised control trials are currently the definitive gold standard approach for formal educational experiments. Although conclusions from these experiments are highly credible, their relatively slow experimentation rate, high expense and…

Computers and Society · Computer Science 2021-12-03 Luis M. Vaquero , Niall Twomey , Miguel Patricio Dias , Massimo Camplani , Robert Hardman

In this paper the preliminary results of a literature review on characteristics used to define continuous experiments are presented. In total 14 papers were selected. The results were synthesized into a model that gives an overview of all…

Software Engineering · Computer Science 2019-12-11 Florian Auer , Michael Felderer

In A/B testing two variants of a piece of software are compared in the field from an end user's point of view, enabling data-driven decision making. While widely used in practice, no comprehensive study has been conducted on the…

Software Engineering · Computer Science 2023-08-10 Federico Quin , Danny Weyns , Matthias Galster , Camila Costa Silva

A/B testing, or online experiment is a standard business strategy to compare a new product with an old one in pharmaceutical, technological, and traditional industries. Major challenges arise in online experiments of two-sided marketplace…

Machine Learning · Computer Science 2022-11-04 Chengchun Shi , Xiaoyu Wang , Shikai Luo , Hongtu Zhu , Jieping Ye , Rui Song

Randomized A/B comparisons of alternative pedagogical strategies or other course improvements could provide useful empirical evidence for instructor decision-making. However, traditional experiments do not provide a straightforward pathway…

Human-Computer Interaction · Computer Science 2024-06-10 Ilya Musabirov , Angela Zavaleta-Bernuy , Pan Chen , Michael Liut , Joseph Jay Williams

Context: Continuous Software Engineering is increasingly adopted in highly regulated domains, raising the need for continuous compliance. Adherence to especially security regulations -- a major concern in highly regulated domains -- renders…

Software Engineering · Computer Science 2024-08-02 Florian Angermeir , Jannik Fischbach , Fabiola Moyón , Daniel Mendez

Context: Continuous practices, i.e., continuous integration, delivery, and deployment, are the software development industry practices that enable organizations to frequently and reliably release new features and products. With the…

Software Engineering · Computer Science 2017-03-22 Mojtaba Shahin , Muhammad Ali Babar , Liming Zhu

This paper reports on the challenges and lessons we learned while running controlled experiments in crowdsourcing platforms. Crowdsourcing is becoming an attractive technique to engage a diverse and large pool of subjects in experimental…

Human-Computer Interaction · Computer Science 2020-11-06 Jorge Ramírez , Marcos Baez , Fabio Casati , Luca Cernuzzi , Boualem Benatallah

As the automotive industry focuses its attention more and more towards the software functionality of vehicles, techniques to deliver new software value at a fast pace are needed. Continuous Experimentation, a practice coming from the…

Software Engineering · Computer Science 2020-09-14 Federico Giaimo , Christian Berger

In todays rapidly evolving technological landscape, the success of tools and systems relies heavily on their ability to meet the needs and expectations of users. User-centered design approaches, with a focus on human factors, have gained…

Software Engineering · Computer Science 2023-11-02 Amna Pir Muhammad , Eric Knauss , Jonas Bärgman , Alessia Knauss

The Continuous software engineering is a collaborative software development environment which offers the continues development and deployment of quality software project within short time. The Continuous software engineering practices are…

Software Engineering · Computer Science 2023-03-31 Muhammad Zohaib

Context: Organizations opt for continuous delivery of incremental updates to deal with uncertainty and minimize waste. However, applying continuous engineering (CSE) practices requires a continuous feedback loop with input from customers…

Software Engineering · Computer Science 2024-11-15 Anastasiia Tkalich , Eriks Klotins , Tor Sporsem , Viktoria Stray , Nils Brede Moe , Astri Barbala

Stochastic hybrid systems have received significant attentions as a relevant modelling framework describing many systems, from engineering to the life sciences: they enable the study of numerous applications, including transportation…

Logic in Computer Science · Computer Science 2022-03-11 Abolfazl Lavaei , Sadegh Soudjani , Alessandro Abate , Majid Zamani

Reproducibility remains a central challenge in computational social science, where complex workflows, evolving software ecosystems, and inconsistent documentation hinder researchers ability to re-execute published methods. This study…

Human-Computer Interaction · Computer Science 2026-03-04 Fakhri Momeni , Sarah Sajid , Johannes Kiesel

Causality and causal inference have emerged as core research areas at the interface of modern statistics and domains including biomedical sciences, social sciences, computer science, and beyond. The field's inherently interdisciplinary…

Methodology · Statistics 2025-08-26 Carlos Cinelli , Avi Feller , Guido Imbens , Edward Kennedy , Sara Magliacane , Jose Zubizarreta

Software is becoming a critical component of most products and organizational functions. The ability to continuously improve software determines how well the organization can respond to market opportunities. Continuous software engineering…

Software Engineering · Computer Science 2022-03-25 Eriks Klotins , Tony Gorschek
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