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Predicting Quality of Service (QoS) data crucial for cloud service selection, where user privacy is a critical concern. Federated Graph Neural Networks (FGNNs) can perform QoS data prediction as well as maintaining user privacy. However,…

分布式、并行与集群计算 · 计算机科学 2025-07-09 Zehuan Chen , Xiangwei Lai

Network slicing is a key enabler for 5G to support various applications. Slices requested by service providers (SPs) have heterogeneous quality of service (QoS) requirements, such as latency, throughput, and jitter. It is imperative that…

网络与互联网体系结构 · 计算机科学 2023-06-16 Muhammad Sulaiman , Mahdieh Ahmadi , Mohammad A. Salahuddin , Raouf Boutaba , Aladdin Saleh

Quality-of-Service (QoS) data plays a crucial role in cloud service selection. Since users cannot access all services, QoS can be represented by a high-dimensional and incomplete (HDI) matrix. Latent factor analysis (LFA) models have been…

机器学习 · 计算机科学 2025-05-08 Hao Wu , Jialiang Wang

Recently, with the rapid deployment of service APIs, personalized service recommendations have played a paramount role in the growth of the e-commerce industry. Quality-of-Service (QoS) parameters determining the service performance, often…

软件工程 · 计算机科学 2023-10-17 Suraj Kumar , Soumi Chattopadhyay , Chandranath Adak

For distributed systems to properly react to peaks of requests, their adaptation activities would benefit from the estimation of the amount of requests. This paper proposes a solution to produce a short-term forecast based on data…

神经与进化计算 · 计算机科学 2014-06-13 Christian Napoli , Giuseppe Pappalardo , Emiliano Tramontana

This article defines the QoS-guaranteed efficient cloudlet deploy problem in wireless metropolitan area network, which aims to minimize the average access delay of mobile users i.e. the average delay when service requests are successfully…

网络与互联网体系结构 · 计算机科学 2018-05-09 Long Chen , Jigang Wu , Gangqiang Zhou , Longjie Ma

Novel applications such as the Metaverse have highlighted the potential of beyond 5G networks, which necessitate ultra-low latency communications and massive broadband connections. Moreover, the burgeoning demand for such services with…

网络与互联网体系结构 · 计算机科学 2023-09-20 Mohammad Farhoudi , Masoud Shokrnezhad , Tarik Taleb

Individual objects, whether users or services, within a specific region often exhibit similar network states due to their shared origin from the same city or autonomous system (AS). Despite this regional network similarity, many existing…

机器学习 · 计算机科学 2024-11-11 Ziliang Wang , Xiaohong Zhang , Kechi Zhang , Ze Shi Li , Meng Yan

Continuous QoE prediction is crucial in the purpose of maximizing viewer satisfaction, by which video service providers could improve the revenue. Continuously predicting QoE is challenging since it requires QoE models that are capable of…

多媒体 · 计算机科学 2020-03-23 Phan Xuan Tan , Tho Nguyen Duc , Chanh Minh Tran , Eiji Kamioka

Driven by the tremendous technological advancement of personal devices and the prevalence of wireless mobile network accesses, the world has witnessed an explosion in crowdsourced live streaming. Ensuring a better viewers quality of…

分布式、并行与集群计算 · 计算机科学 2019-06-24 Fatima Haouari , Emna Baccour , Aiman Erbad , Amr Mohamed , Mohsen Guizani

Large Language Models (LLMs) have demonstrated remarkable capabilities, leading to a significant increase in user demand for LLM services. However, cloud-based LLM services often suffer from high latency, unstable responsiveness, and…

网络与互联网体系结构 · 计算机科学 2025-08-04 Jin Yang , Qiong Wu , Zhiying Feng , Zhi Zhou , Deke Guo , Xu Chen

The growing demand for real-time processing tasks is driving the need for multi-model inference pipelines on edge devices. However, cost-effectively deploying these pipelines while optimizing Quality of Service (QoS) and costs poses…

分布式、并行与集群计算 · 计算机科学 2025-06-05 Jinhao Sheng , Zhiqing Tang , Jianxiong Guo , Tian Wang

Combinatorial optimization (CO) aims to efficiently find the best solution to NP-hard problems ranging from statistical physics to social media marketing. A wide range of CO applications can benefit from local search methods because they…

机器学习 · 计算机科学 2023-04-14 Yuanhang Shao , Tonmoy Dey , Nikola Vuckovic , Luke Van Popering , Alan Kuhnle

LoRaWAN is a popular low power wide area network technology widely used in many scenarios, such as environmental monitoring and smart cities. Different applications demand various quality of service (QoS), and their service within a single…

网络与互联网体系结构 · 计算机科学 2020-10-20 Dmitry Bankov , Evgeny Khorov , Andrey Lyakhov

A novel quality of service (QoS) management algorithm for home networks is presented in this letter. The algorithm is based on service prediction for intelligent QoS management. The service prediction is carried out by a general regression…

网络与互联网体系结构 · 计算机科学 2020-07-23 Wen-Jyi Hwang , Tsung-Ming Tai , Bo-Ting Pan , Tun-Yao Lou , Yun-Jie Jhang

Cloud Computing is a business model revolution more than a technological one. It capitalized on various technologies that have proved themselves and reshaped the use of computers by replacing their local use by a centralized one where…

分布式、并行与集群计算 · 计算机科学 2017-02-17 Manar Abourezq , Abdellah Idrissi

Quality of Service (QoS) is an important metric to measure the performance of network services. Nowadays, it is widely used in mobile edge environments to evaluate the quality of service when mobile devices request services from edge…

机器学习 · 计算机科学 2026-05-27 Guobing Zou , Fei Zhao , Shengxiang Hu

The increasing demand for video streaming services with high Quality of Experience (QoE) has prompted a lot of research on client-side adaptation logic approaches. However, most algorithms use the client's previous download experience and…

多媒体 · 计算机科学 2017-08-15 Ran Dubin , Amit Dvir , Ofir Pele , Ofer Hadar , Itay Katz , Ori Mashiach

There is an increase in usage of smaller cells or femtocells to improve performance and coverage of next-generation heterogeneous wireless networks (HetNets). However, the interference caused by femtocells to neighboring cells is a limiting…

Accurate Quality of Service (QoS) prediction is fundamental to service computing, providing essential data-driven guidance for service selection and ensuring superior user experiences. However, prevalent approaches, particularly Graph…

机器学习 · 计算机科学 2025-12-08 Guanchen Du , Jianlong Xu , Wei Wei