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As Machine Learning (ML) applications increase in data size and model complexity, practitioners turn to distributed clusters to satisfy the increased computational and memory demands. Unfortunately, effective use of clusters for ML requires…

机器学习 · 计算机科学 2014-10-31 Wei Dai , Abhimanu Kumar , Jinliang Wei , Qirong Ho , Garth Gibson , Eric P. Xing

Software Product Line Engineering enables systematic reuse across families of related software intensive systems. This survey synthesises key SPLE foundations, lifecycle concepts, adoption models, tooling and AI era challenges. Based on a…

软件工程 · 计算机科学 2026-05-21 Najam Nazar

Background: The need for big data analysis requires being able to process large data which are being held fine-tuned for usage by corporate. It is only very recently that the need for big data has caught attention for low budget corporate…

分布式、并行与集群计算 · 计算机科学 2021-03-08 Abhishek Narain Singh

Domain-specific languages (DSLs) are of increasing importance in scientific high-performance computing to reduce development costs, raise the level of abstraction and, thus, ease scientific programming. However, designing and implementing…

数学软件 · 计算机科学 2017-09-19 Sven Karol , Tobias Nett , Jeronimo Castrillon , Ivo F. Sbalzarini

Programming and software engineering courses in computer science curricula typically focus on both providing theoretical knowledge of programming languages and best-practices, and developing practical development skills. In a massive course…

软件工程 · 计算机科学 2018-04-06 Marco Torchiano , Giorgio Bruno

Effective collaboration is a key factor in the success of a software project developed by a team. In this work, we suggest the approach of Synchronized Software Development (SSD), which promotes a new mechanism of collaboration in general,…

软件工程 · 计算机科学 2015-04-29 Stanislav Levin , Amiram Yehudai

The development of high-quality software or software-intensive systems requires custom-tailored process models that fit the organizational and project goals as well as the development contexts. These models are a necessary prerequisite for…

软件工程 · 计算机科学 2014-01-20 Jürgen Münch

Modern parallel computing devices, such as the graphics processing unit (GPU), have gained significant traction in scientific and statistical computing. They are particularly well-suited to data-parallel algorithms such as the particle…

统计计算 · 统计学 2015-06-12 Lawrence M. Murray , Anthony Lee , Pierre E. Jacob

We initiate the study of probabilistic parallel programs with dynamic process creation and synchronisation. To this end, we introduce probabilistic split-join systems (pSJSs), a model for parallel programs, generalising both probabilistic…

计算机科学中的逻辑 · 计算机科学 2010-12-21 Stefan Kiefer , Dominik Wojtczak

Assessing processes is one of the best ways for an organization to start a software process improvement program. An alternative for organizations seeking for lighter assessments methods is to perform self-assessments, which can be carried…

软件工程 · 计算机科学 2018-12-24 Thaísa C. Lacerda , Christiane Gresse von Wangenheim , Jean C. R. Hauck

Companies developing and maintaining software-only products like web shops aim for establishing persistent links to their software running in the field. Monitoring data from real usage scenarios allows for a number of improvements in the…

软件工程 · 计算机科学 2016-08-25 Philip Masek , Magnus Thulin , Hugo Andrade , Christian Berger , Ola Benderius

Background: Continuous experimentation (CE) has been proposed as a data-driven approach to software product development. Several challenges with this approach have been described in large organisations, but its application in smaller…

软件工程 · 计算机科学 2022-12-13 Vihtori Mäntylä , Bettina Lehtelä , Fabian Fagerholm

Sufficient dimension reduction (SDR), which seeks a lower-dimensional subspace of the predictors containing regression or classification information has been popular in a machine learning community. In this work, we present a new R software…

统计计算 · 统计学 2024-09-06 Jungmin Shin , Seung Jun Shin , Andreas Artemiou

Distributed algorithms for solving coupled semidefinite programs (SDPs) commonly require many iterations to converge. They also put high computational demand on the computational agents. In this paper we show that in case the coupled…

最优化与控制 · 数学 2015-04-30 Sina Khoshfetrat Pakazad , Anders Hansson , Martin S. Andersen , Anders Rantzer

Electromagnetic computations, where the wavelength is small in relation to the geometry of interest, become computationally demanding. In order to manage computations for realistic problems like electromagnetic scattering from aircraft, the…

计算工程、金融与科学 · 计算机科学 2018-01-12 Afshin Zafari , Elisabeth Larsson , Marco Righero , M. Alessandro Francavilla , Giorgio Giordanengo , Francesca Vipiana , Giuseppe Vecchi

Many different worldwide initiatives are promoting the transformation from machine dominant manufacturing to digital manufacturing. Thus, to achieve a successful transformation to Industry 4.0 standard, manufacturing enterprises are…

软件工程 · 计算机科学 2024-02-01 Víctor Julio Ramírez-Durán , Idoia Berges , Arantza Illarramendi

Packing and covering semidefinite programs (SDPs) appear in natural relaxations of many combinatorial optimization problems as well as a number of other applications. Recently, several techniques were proposed, that utilize the particular…

数据结构与算法 · 计算机科学 2019-02-19 Khaled Elbassioni , Kazuhisa Makino

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…

Distributed Stream Processing Engines (DSPEs) target applications related to continuous computation, online machine learning and real-time query processing. DSPEs operate on high volume of data by applying lightweight operations on…

分布式、并行与集群计算 · 计算机科学 2020-05-06 Muhammad Anis Uddin Nasir

Software containers are widely adopted for developing and deploying software applications. Despite their popularity, major security concerns arise during container development and deployment. Software Engineering (SE) research literature…

软件工程 · 计算机科学 2025-12-16 Maha Sroor , Teerath Das , Rahul Mohanani , Tommi Mikkonen