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相关论文: Personalized QoS Prediction of Cloud Services via …

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With the proliferation of Internet-of-Things and continuous growth in the number of web services at the Internet-scale, the service recommendation is becoming a challenge nowadays. One of the prime aspects influencing the service…

信息检索 · 计算机科学 2021-03-17 Ranjana Roy Chowdhury , Soumi Chattopadhyay , Chandranath Adak

In service computing, the same target functions can be achieved by multiple Web services from different providers. Due to the functional similarities, the client needs to consider the non-functional criteria. However, Quality of Service…

计算机与社会 · 计算机科学 2018-07-05 Sarathkumar Rangarajan

As the number of Web services with the same or similar functions increases steadily on the Internet, nowadays more and more service consumers pay great attention to the non-functional properties of Web services, also known as quality of…

信息检索 · 计算机科学 2015-01-20 Mingming Chen , Yutao Ma

Building high quality cloud applications becomes an urgently required research problem. Nonfunctional performance of cloud services is usually described by quality-of-service (QoS). In cloud applications, cloud services are invoked remotely…

分布式、并行与集群计算 · 计算机科学 2014-02-12 M. Subha , K. Saravanan

Quality of Service (QoS) prediction is one of the most fundamental problems in service computing and personalized recommendation. In the problem, there is a set of users and services, each associated with a set of descriptive features.…

机器学习 · 计算机科学 2026-02-24 Kecheng Cai , Chao Peng , Chenyang Xu , Xia Chen , Yi Wang , Shuo Shi , Qiyuan Liang

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

Enhancements in technology always follow Consumer requirements. Consumer requires best of service with least possible mismatch and on time. Numerous applications available today are based on Web Services and Cloud Computing. Recently, there…

分布式、并行与集群计算 · 计算机科学 2013-12-02 Debajyoti Mukhopadhyay , Falguni J. Chathly , Nagesh N. Jadhav

Given the on-demand nature of cloud computing, managing cloud-based services requires accurate modeling for the correlation between their Quality of Service (QoS) and cloud configurations/resources. The resulted models need to cope with the…

分布式、并行与集群计算 · 计算机科学 2015-04-16 Tao Chen , Rami Bahsoon , Xin Yao

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

QoS-based Web service recommendation has recently gained much attention for providing a promising way to help users find high-quality services. To facilitate such recommendations, existing studies suggest the use of collaborative filtering…

密码学与安全 · 计算机科学 2016-11-17 Jieming Zhu , Pinjia He , Zibin Zheng , Michael R. Lyu

In recent years, the number of online services has grown rapidly, invoke the required services through the cloud platform has become the primary trend. How to help users choose and recommend high-quality services among huge amounts of…

软件工程 · 计算机科学 2020-11-17 Wenyan Zhang , Ling Xu , Meng Yan , Ziliang Wang , Chunlei Fu

Proliferation of cloud computing has revolutionized hosting and delivery of Internet-based application services. However, with the constant launch of new cloud services and capabilities almost every month by both big (e.g., Amazon Web…

分布式、并行与集群计算 · 计算机科学 2015-04-09 Miranda Zhang , Rajiv Ranjan , Michael Menzel , Surya Nepal , Peter Strazdins , Lizhe Wang

Quality-of-Service prediction of web service is an integral part of services computing due to its diverse applications in the various facets of a service life cycle, such as service composition, service selection, service recommendation.…

人工智能 · 计算机科学 2021-03-17 Soumi Chattopadhyay , Chandranath Adak , Ranjana Roy Chowdhury

Nowadays, there are many similar services available on the internet, making Quality of Service (QoS) a key concern for users. Since collecting QoS values for all services through user invocations is impractical, predicting QoS values is a…

机器学习 · 计算机科学 2025-01-13 Guoxing Tang , Yugen Du , Xia Chen , Yingwei Luo , Benchi Ma

Building around the idea of a large scale server infrastructure with a potentially large number of tailored resources, which are capable of interacting to facilitate the deployment, adaptation, and support of services, cloud computing needs…

分布式、并行与集群计算 · 计算机科学 2019-11-11 Kun Ma , Antoine Bagula , Olasupo Ajayi

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

Cloud services today are increasingly built using functionality from other running services. In this paper, we question whether legacy Quality of Services (QoS) metrics and enforcement techniques are sufficient as they are producer centric.…

计算机与社会 · 计算机科学 2015-10-01 Murad Kablan , Hani Jamjoom , Eric Keller

In today's businesses, service-oriented architectures represent the main paradigm for IT infrastructures. Indeed, the emergence of Internet made it possible to set up an exploitable environment to distribute applications on a large scale,…

分布式、并行与集群计算 · 计算机科学 2013-05-14 Achraf Karray , Rym Teyeb , Maher Ben Jemaa

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

Accurate prediction of Quality of Service (QoS) metrics is fundamental for selecting and managing cloud based services. Traditional QoS models rely on manual feature engineering and yield only point estimates, offering no insight into the…

计算与语言 · 计算机科学 2026-01-16 Ziliang Wang , Xiaohong Zhang , Ze Shi Li , Meng Yan
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