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Power management is an expensive and important issue for large computational infrastructures such as datacenters, large clusters, and computational grids. However, measuring energy consumption of scalable systems may be impractical due to…

Machine Learning · Computer Science 2017-09-20 Lucas Venezian Povoa , Cesar Marcondes , Hermes Senger

Recently, a new approach to perform regression testing has been defined: the point of interest (POI) testing. A POI, in this context, is any expression of a program. The approach receives as input a set of relations between POIs from a…

Programming Languages · Computer Science 2018-08-27 Sergio Pérez , Salvador Tamarit

Energy research software (ERS) is a central cornerstone to facilitate energy research. However, ERS is developed by researchers who, in many cases, lack formal training in software engineering. This reduces the quality of ERS, leading to…

Software Engineering · Computer Science 2025-07-25 Stephan Ferenz , Emilie Frost , Rico Schrage , Thomas Wolgast , Inga Beyers , Oliver Karras , Oliver Werth , Astrid Nieße

To develop software with optimal performance, even small performance changes need to be identified. Identifying performance changes is challenging since the performance of software is influenced by non-deterministic factors. Therefore, not…

Software Engineering · Computer Science 2023-03-28 David Georg Reichelt , Stefan Kühne , Wilhelm Hasselbring

Software systems evolve throughout their life cycles. Many revisions are produced over time. Model checking each revision of the software is impractical. Regression verification suggests reusing intermediate results from the previous…

Software Engineering · Computer Science 2018-06-14 Fei He , Qianshan Yu , Liming Cai

Satisfactory software performance is essential for the adoption and the success of a product. In organizations that follow traditional software development models (e.g., waterfall), Software Performance Engineering (SPE) involves…

Software Engineering · Computer Science 2022-05-09 Gunnar Kudrjavets , Jeff Thomas , Nachiappan Nagappan

Energy consumption in software systems is becoming increasingly important, especially in large-scale deployments. However, debugging energy-related issues remains challenging due to the lack of specialized tools. This paper presents an…

Software Engineering · Computer Science 2024-12-16 Enrique Barba Roque , Luis Cruz , Thomas Durieux

Static bug detection tools help developers detect problems in the code, including bad programming practices and potential defects. Recent efforts to integrate static bug detectors in modern software development workflows, such as in code…

Software Engineering · Computer Science 2024-01-24 Junjie Li , Jinqiu Yang

Many modern parallel computing systems are heterogeneous at their node level. Such nodes may comprise general purpose CPUs and accelerators (such as, GPU, or Intel Xeon Phi) that provide high performance with suitable energy-consumption…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-19 Suejb Memeti , Lu Li , Sabri Pllana , Joanna Kolodziej , Christoph Kessler

Recent years, deep learning is increasingly prevalent in the field of Software Engineering (SE). However, many open issues still remain to be investigated. How do researchers integrate deep learning into SE problems? Which SE phases are…

Software Engineering · Computer Science 2018-05-15 Xiaochen Li , He Jiang , Zhilei Ren , Ge Li , Jingxuan Zhang

The rapid growth of data volume brings big challenges to the data center computing, and energy efficiency is one of the most concerned problems. Researchers from various fields are now proposing solutions to green the data center…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-17 Runlin Zhou , Yingjie Shi , Chunge Zhu , Fan Liu

The advances and availability of technologies involving Generative Artificial Intelligence (AI) are evolving clearly and explicitly, driving immediate changes in various work activities. Software Engineering (SE) is no exception and stands…

Does the choice of programming language affect energy consumption? Previous highly visible studies have established associations between certain programming languages and energy consumption. A causal misinterpretation of this work has led…

Programming Languages · Computer Science 2025-10-06 Nicolas van Kempen , Hyuk-Je Kwon , Dung Tuan Nguyen , Emery D. Berger

A well-known approach for identifying defect-prone parts of software in order to focus testing is to use different kinds of product metrics such as size or complexity. Although this approach has been evaluated in many contexts, the question…

Software Engineering · Computer Science 2014-02-05 Frank Elberzhager , Stephan Kremer , Jürgen Münch , Danilo Assmann

Due to recent advancements in machine learning, recommender systems use increasingly more energy for training, evaluation, and deployment. However, the recommender systems community often does not report the energy consumption of their…

Information Retrieval · Computer Science 2024-09-24 Lukas Wegmeth , Tobias Vente , Alan Said , Joeran Beel

Software Engineering (SE) research involving the use of Large Language Models (LLMs) has introduced several new challenges related to rigour in benchmarking, contamination, replicability, and sustainability. In this paper, we invite the…

Software Engineering · Computer Science 2026-01-21 David Williams , Max Hort , Maria Kechagia , Aldeida Aleti , Justyna Petke , Federica Sarro

We describe our process for automatic detection of performance changes for a software product in the presence of noise. A large collection of tests run periodically as changes to our software product are committed to our source repository,…

Software Engineering · Computer Science 2020-03-03 David Daly , William Brown , Henrik Ingo , Jim O'Leary , David Bradford

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

It can be insightful to extend qualitative studies with a secondary quantitative analysis (where the former suggests insightful questions that the latter can answer). Documenting developer beliefs should be the start, not the end, of…

Software Engineering · Computer Science 2019-04-12 Shrikanth N. C. , Tim Menzies

Software performance modeling plays a crucial role in developing and maintaining software systems. A performance model analytically describes the relationship between the performance of a system and its runtime activities. This process…

Software Engineering · Computer Science 2024-11-27 Kaveh Shahedi , Heng Li , Maxime Lamothe , Foutse Khomh
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