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Software architecture decision-making is critical to the success of a software system as software architecture sets the structure of the system, determines its qualities, and has far-reaching consequences throughout the system life cycle.…

软件工程 · 计算机科学 2016-10-31 Sandun Dasanayake , Jouni Markkula , Sanja Aaramaa , Markku Oivo

Benchmarking involves designing scientific test methods, tools, and frameworks to quantitatively and comparably assess specific performance indicators of certain test subjects. With the development of artificial intelligence, AI…

软件工程 · 计算机科学 2023-11-28 Fenglin Bi , Fanyu Han , Shengyu Zhao , Jinlu Li , Yanbin Zhang , Wei Wang

Engineering design optimization seeks to automatically determine the shapes, topologies, or parameters of components that maximize performance under given conditions. This process often depends on physics-based simulations, which are…

The design and construction of high performance computing (HPC) systems relies on exhaustive performance analysis and benchmarking. Traditionally this activity has been geared exclusively towards simulation scientists, who, unsurprisingly,…

性能 · 计算机科学 2018-11-07 Drew Schmidt , Junqi Yin , Michael Matheson , Bronson Messer , Mallikarjun Shankar

This study investigates the impact of software design model capabilities and data structure algorithm abilities on microservices architecture design within enterprises. Utilizing a qualitative methodology, the research involved in-depth…

软件工程 · 计算机科学 2024-11-08 Jun Cui

Obtaining standardized crowdsourced benchmark of computational methods is a major issue in data science communities. Dedicated frameworks enabling fair benchmarking in a unified environment are yet to be developed. Here we introduce…

机器学习 · 计算机科学 2022-06-28 Zhen Xu , Sergio Escalera , Isabelle Guyon , Adrien Pavão , Magali Richard , Wei-Wei Tu , Quanming Yao , Huan Zhao

Presently, large enterprises rely on database systems to manage their data and information. These databases are useful for conducting daily business transactions. However, the tight competition in the marketplace has led to the concept of…

数据库 · 计算机科学 2012-12-11 Youssef Bassil

Recent decades have witnessed a surge in the development of concurrent data structures with an increasing interest in data structures implementing concurrent sets (CSets). Microbenchmarking tools are frequently utilized to evaluate and…

分布式、并行与集群计算 · 计算机科学 2022-12-09 Rosina F. Kharal , Trevor Brown

With the continuous increase of online services as well as energy costs, energy consumption becomes a significant cost factor for the evaluation of data center operations. A significant contributor to that is the performance of database…

数据库 · 计算机科学 2013-03-21 Raik Niemann , Nikolaos Korfiatis , Roberto Zicari , Richard Göbel

The design phase plays a vital role than all other phases in the software development. Software Architecture has to meet both the functional and non-functional quality requirements. The Evaluation of Architecture has to be performed, so…

软件工程 · 计算机科学 2015-06-18 A. Meiappane , B. Chithra , Prasanna Venkataesan

Development of the majority of the leading web services and software products today is generally guided by data-driven decisions based on evaluation that ensures a steady stream of updates, both in terms of quality and quantity. Large…

人机交互 · 计算机科学 2018-09-05 Roman Budylin , Alexey Drutsa , Gleb Gusev , Pavel Serdyukov , Igor Yashkov

Data-driven design is emerging as a powerful strategy to accelerate engineering innovation. However, its application to vehicle wheel design remains limited due to the lack of large-scale, high-quality datasets that include 3D geometry and…

计算机视觉与模式识别 · 计算机科学 2025-04-17 Soyoung Yoo , Namwoo Kang

Measuring performance-critical characteristics of application workloads is important both for developers, who must understand and optimize the performance of codes, as well as designers and integrators of HPC systems, who must ensure that…

软件工程 · 计算机科学 2018-11-01 Beau Johnston , Josh Milthorpe

Software defect datasets, which are collections of software bugs, are essential resources to facilitate empirical research and enable standardized benchmarking for a wide range of software engineering techniques, including emerging areas…

软件工程 · 计算机科学 2026-02-12 Hao-Nan Zhu , Robert M. Furth , Michael Pradel , Cindy Rubio-González

With more applications moving to the cloud, cloud providers need to diagnose performance problems in a timely manner. Offline processing of logs is slow and inefficient, and instrumenting the end-host network stack would violate the…

网络与互联网体系结构 · 计算机科学 2016-11-08 Mojgan Ghasemi , Theophilus Benson , Jennifer Rexford

The new generation of cloud data warehouses (CDWs) brings large amounts of data and compute power closer to users in enterprises. The ability to directly access the warehouse data, interactively analyze and explore it at scale can empower…

数据库 · 计算机科学 2021-05-07 James Gale , Max Seiden , Gretchen Atwood , Jason Frantz , Rob Woollen , Çağatay Demiralp

Assessing and improving the quality of data are fundamental challenges for data-intensive systems that have given rise to applications targeting transformation and cleaning of data. However, while schema design, data cleaning, and data…

数据库 · 计算机科学 2017-03-28 Rada Chirkova , Jon Doyle , Juan L. Reutter

In a data warehousing process, mastering the data preparation phase allows substantial gains in terms of time and performance when performing multidimensional analysis or using data mining algorithms. Furthermore, a data warehouse can…

数据库 · 计算机科学 2007-05-23 Jérôme Darmont , Omar Boussaïd , Fadila Bentayeb

Training web agents to navigate complex, real-world websites requires them to master $\textit{subtasks}$ - short-horizon interactions on multiple UI components (e.g., choosing the correct date in a date picker, or scrolling in a container…

The rise of Foundation Models (FMs) like Large Language Models (LLMs) is revolutionizing software development. Despite the impressive prototypes, transforming FMware into production-ready products demands complex engineering across various…