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Runtime adaptability is often a crucial requirement for today's complex software systems. Several approaches use an architectural model as a runtime representation of a managed system for monitoring, reasoning and performing adaptation. To…

Software Engineering · Computer Science 2018-05-22 Thomas Vogel , Holger Giese

Over the past decade, adaptive video streaming technology has witnessed significant advancements, particularly driven by the rapid evolution of deep learning techniques. However, the black-box nature of deep learning algorithms presents…

Multimedia · Computer Science 2025-08-25 Lianchen Jia , Chaoyang Li , Ziqi Yuan , Jiahui Chen , Tianchi Huang , Jiangchuan Liu , Lifeng Sun

Containers are used by an increasing number of Internet service providers to deploy their applications in multi-access edge computing (MEC) systems. Although container-based virtualization technologies significantly increase application…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-24 Ao Liu , Shaoshi Yang , Jingsheng Tan , Zongze Liang , Jiasen Sun , Tao Wen , Hongyan Yan

Shuffle exchanges intermediate results between upstream and downstream operators in distributed data processing and is usually the bottleneck due to factors such as small random I/Os and network contention. Several systems have been…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-27 Yuhao Lin , Zhipeng Tang , Jiayan Tong , Junqing Xiao , Bin Lu , Yuhang Li , Chao Li , Zhiguo Zhang , Junhua Wang , Hao Luo , James Cheng , Chuang Hu , Jiawei Jiang , Xiao Yan

Human perceptual and cognitive abilities are limited resources. Today, in the age of cheap information --cheap to produce, to manipulate, to disseminate--, this cognitive bottleneck translates into hypercompetition for visibility among…

Although deep neural networks are typically computationally expensive to use, technological advances in both the design of hardware platforms and of neural network architectures, have made it possible to use powerful models on edge devices.…

Software Engineering · Computer Science 2022-02-11 Meelis Lootus , Kartik Thakore , Sam Leroux , Geert Trooskens , Akshay Sharma , Holly Ly

The Future Internet is becoming a reality, providing a large-scale computing environments where a virtually infinite number of available services can be composed so to fit users' needs. Modern service-oriented applications will be more and…

Software Engineering · Computer Science 2015-12-25 Marco Autili , Amleto Di Salle , Alexander Perucci , Massimo Tivoli

Microservice architecture has become a dominant paradigm in application development due to its advantages of being lightweight, flexible, and resilient. Deploying microservice applications in the container-based cloud enables fine-grained…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-05 Zhengxin Fang , Hui Ma , Gang Chen , Rajkumar Buyya

The present-day business landscape necessitates novel methodologies that integrate intelligent technologies and tools capable of swiftly providing precise and dependable information for decision-making purposes. Contemporary society is…

Human-Computer Interaction · Computer Science 2023-12-21 Olga Cherednichenko , Fahad Muhammad

Cloud resource management is often modeled by two-dimensional bin packing with a set of items that correspond to tasks having fixed CPU and memory requirements. However, applications running in clouds are much more flexible: modern…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-01 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

Recent advances in both theory and computational power have created opportunities to simulate biomolecular processes more efficiently using adaptive ensemble simulations. Ensemble simulations are now widely used to compute a number of…

Quantitative Methods · Quantitative Biology 2018-09-27 Peter M. Kasson , Shantenu Jha

The vision of the Internet-of-Things (IoT) embodies the seam- less discovery, configuration, and interoperability of networked devices in various settings, ranging from home automation and multimedia to autonomous vehicles and manufacturing…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-12-15 Filipe Campos , José Pereira

Cloud-native and microservice architectures have taken over the development world by storm. While being incredibly scalable and resilient, microservice architectures also come at the cost of increased overhead to build and maintain.…

Software Engineering · Computer Science 2024-04-16 Jacoby Johnson , Subash Kharel , Alan Mannamplackal , Amr S. Abdelfattah , Tomas Cerny

The growing sophistication of Business Email Compromise (BEC) and spear phishing attacks poses significant challenges to organizations worldwide. The techniques featured in traditional spam and phishing detection are insufficient due to the…

Modern progress in artificial intelligence permits to realize algorithms of adaptation for critical events (in addition to ERP). A production emergence, an appearance of new competitive goods, a major change in financial state of partners,…

Computational Engineering, Finance, and Science · Computer Science 2012-11-27 Yuriy Ostapov

Decision-making in complex systems often relies on machine learning models, yet highly accurate models such as XGBoost and neural networks can obscure the reasoning behind their predictions. In operations research applications,…

Machine Learning · Computer Science 2025-02-28 Gaurav Arwade , Sigurdur Olafsson

In this paper, we propose a refinement-based adaptation approach for the architecture of distributed group communication support applications. Unlike most of previous works, our approach reaches implementable, context-aware and dynamically…

Software Engineering · Computer Science 2008-12-22 Ismael Bouassida Rodriguez , Khalil DRIRA , Christophe Chassot , Mohamed Jmaiel

By programming both the data plane and the control plane, network operators can adapt their networks to their needs. Thanks to research over the past decade, this concept has more formulized and more technologically feasible. However, since…

Networking and Internet Architecture · Computer Science 2022-04-22 Gereltsetseg Altangerel , Tejfel Mate

In this article we look at the potential of cloud containers and we provide some guidelines for companies and organisations that are starting to look at how to migrate their legacy infrastructure to something modern, reliable and scalable.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-04 Damiano Perri , Marco Simonetti , Sergio Tasso , Federico Ragni , Osvaldo Gervasi

As the vision of in-network computing becomes more mature, we see two parallel evolutionary trends. First, we see the evolution of richer, more demanding applications that require capabilities beyond programmable switching ASICs. Second, we…

Networking and Internet Architecture · Computer Science 2021-11-09 Daehyeok Kim , Nikita Lazarev , Tommy Tracy , Farzana Siddique , Hun Namkung , James C. Hoe , Vyas Sekar , Kevin Skadron , Zhiru Zhang , Srinivasan Seshan
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