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The idea of automatizing the assessment of objectoriented design is not new. Different approaches define and apply their own quality models, which are composed of single metrics or combinations thereof, to operationalize software design.…

软件工程 · 计算机科学 2016-02-24 Johannes Bräuer

The prevalence of software systems has become an integral part of modern-day living. Software usage has increased significantly, leading to its growth in both size and complexity. Consequently, software development is becoming a more…

软件工程 · 计算机科学 2023-06-07 Tiago Dias , Arthur Batista , Eva Maia , Isabel Praça

Recent advances in probabilistic modelling have led to a large number of simulation-based inference algorithms which do not require numerical evaluation of likelihoods. However, a public benchmark with appropriate performance metrics for…

Power consumption and heat dissipation become key elements in the field of high-end integrated circuits, especially those used in mobile and high-speed applications, due to their increase of transistor count and clock frequencies. Dynamic…

材料科学 · 物理学 2007-09-13 M. Marcu , M. Vladutiu , H. Moldovan , M. Popa

Variability-aware metrics are designed to measure qualitative aspects of software product lines. As we identified in a prior SLR \cite{El-SharkawyYamagishi-EichlerSchmid19}, there exist already many metrics that address code or variability…

软件工程 · 计算机科学 2021-10-20 Sascha El-Sharkawy , Adam Krafczyk , Klaus Schmid

Measuring and analyzing the performance of software has reached a high complexity, caused by more advanced processor designs and the intricate interaction between user programs, the operating system, and the processor's microarchitecture.…

性能 · 计算机科学 2018-11-21 Martin Becker , Samarjit Chakraborty

The prevalence of online platforms and studies has generated the demand for automated grading tools, and as a result, there are plenty in the market. Such tools are developed to grade coding assignments quickly, accurately, and…

计算机与社会 · 计算机科学 2022-12-06 Aditi Agrawal , Benjamin Reed

Benchmarking is how the performance of a computing system is determined. Surprisingly, even for classical computers this is not a straightforward process. One must choose the appropriate benchmark and metrics to extract meaningful results.…

量子物理 · 物理学 2021-05-07 Salonik Resch , Ulya R. Karpuzcu

I would like to share recommendations on how to do performance benchmarks for the purpose of computer science research evaluation. Research in my field (programming language research) often involves performance considerations, but it is…

编程语言 · 计算机科学 2026-05-05 Gabriel Scherer

To build energy-efficient apps, there is a need to estimate and analyze their energy consumption in typical usage scenarios. The energy consumption of Android apps could be estimated via software-based and hardware-based approaches.…

软件工程 · 计算机科学 2025-10-03 Hina Anwar

With the surge of inexpensive computational and memory resources, neural networks (NNs) have experienced an unprecedented growth in architectural and computational complexity. Introducing NNs to resource-constrained devices enables…

机器学习 · 计算机科学 2021-04-22 Lennart Heim , Andreas Biri , Zhongnan Qu , Lothar Thiele

Code agents and empirical software engineering rely on public code datasets, yet these datasets lack verifiable quality guarantees. Static 'dataset cards' inform, but they are neither auditable nor do they offer statistical guarantees,…

软件工程 · 计算机科学 2025-10-03 Fatou Ndiaye Mbodji , El-hacen Diallo , Jordan Samhi , Kui Liu , Jacques Klein , Tegawendé F. Bissyande

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

Performance evaluation is a key issue for designers and users of Database Management Systems (DBMSs). Performance is generally assessed with software benchmarks that help, e.g., test architectural choices, compare different technologies or…

数据库 · 计算机科学 2017-01-30 Jérôme Darmont

We present a new tool, GPA, that can generate key performance measures for very large systems. Based on solving systems of ordinary differential equations (ODEs), this method of performance analysis is far more scalable than stochastic…

性能 · 计算机科学 2010-06-29 Anton Stefanek , Richard Hayden , Jeremy Bradley

Recent advancements in ultra-low-power machine learning (TinyML) hardware promises to unlock an entirely new class of smart applications. However, continued progress is limited by the lack of a widely accepted benchmark for these systems.…

MapReduce is a popular programming paradigm for developing large-scale, data-intensive computation. Many frameworks that implement this paradigm have recently been developed. To leverage these frameworks, however, developers must become…

数据库 · 计算机科学 2018-06-20 Maaz Bin Safeer Ahmad , Alvin Cheung

The advent of cardless artificial intelligence (AI) banking heralds a paradigm shift in the financial landscape, offering users unprecedented security and convenience. This paper outlines a comprehensive framework designed to enhance…

密码学与安全 · 计算机科学 2026-05-22 Md Israfeel

The fragmented landscape of quantum computer benchmarks, characterized by system-specific tools and inconsistent evaluation methodologies, hinders reliable cross-platform performance assessment. We introduce Metriq, an open-source…

In this paper in which we address the evaluation of measurement process quality, we mainly focus on the evaluation procedure, as far as it is based on the numerical measurement outcomes. We challenge the approach where the "exact" value of…

统计方法学 · 统计学 2013-02-05 Edgard Nyssen , Wolfgang Jacquet