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相关论文: Dynamic QoS Prediction via a Non-Negative Tensor S…

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Quality-of-service (QoS) data exhibit dynamic temporal patterns that are crucial for accurately predicting missing values. These patterns arise from the evolving interactions between users and services, making it essential to capture the…

机器学习 · 计算机科学 2025-03-05 Yikai Hou , Peng Tang

With the rapid development of cloud computing and Web services, Quality of Service (QoS) has become a key criterion for service selection and recommendation. Tensor latent feature analysis provides an effective way to model multidimensional…

机器学习 · 计算机科学 2026-05-07 Wenjing Liu , Yujia Lei , Qu Wang

A nonnegative latent factorization of tensors (NLFT) model can well model the temporal pattern hidden in nonnegative quality-of-service (QoS) data for predicting the unobserved ones with high accuracy. However, existing NLFT models'…

机器学习 · 计算机科学 2022-08-20 Zemiao Peng , Hao Wu

In applications related to big data and service computing, dynamic connections tend to be encountered, especially the dynamic data of user-perspective quality of service (QoS) in Web services. They are transformed into high-dimensional and…

机器学习 · 计算机科学 2024-07-30 Shuai Zhong , Zengtong Tang , Di Wu

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

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

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

With the rapid advancement of internet technologies, network services have become critical for delivering diverse and reliable applications to users. However, the exponential growth in the number of available services has resulted in many…

机器学习 · 计算机科学 2025-10-28 Guanchen Du , Jianlong Xu , Mingtong Li , Ruiqi Wang , Qianqing Guo , Caiyi Chen , Qingcao Dai , Yuxiang Zeng

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

Recent advances in the areas of Internet of Things (IoT), Big Data, and Machine Learning have contributed to the rise of a growing number of complex applications. These applications will be data-intensive, delay-sensitive, and real-time as…

网络与互联网体系结构 · 计算机科学 2019-01-29 Ashkan Yousefpour , Ashish Patil , Genya Ishigaki , Inwoong Kim , Xi Wang , Hakki C. Cankaya , Qiong Zhang , Weisheng Xie , Jason P. Jue

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

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

The use of web services has dominated software industry. Existing technologies of web services are extended to give value added customized services to customers through composition. Automated web service composition is a very challenging…

其他计算机科学 · 计算机科学 2010-03-09 Farhan Hassan Khan , Saba Bashir , M. Younus Javed , Aihab Khan , Malik Sikandar Hayat Khiyal

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

Active QoS metric prediction, commonly employed in the maintenance and operation of DTN, could enhance network performance regarding latency, throughput, energy consumption, and dependability. Naturally formulated as a multivariate time…

机器学习 · 计算机科学 2025-10-16 Enming Zhang , Zheng Liu , Yu Xiang , Yanwen Qu

Today, numerous web services with similar functionalities are available on the Internet. Users often evaluate the Quality of Service (QoS) to choose the best option among them. Predicting the QoS values of these web services is a…

机器学习 · 计算机科学 2024-08-30 Qu Wang , Hao Wu

The explosion of cloud services on the Internet brings new challenges in service discovery and selection. Particularly, the demand for efficient quality-of-service (QoS) evaluation is becoming urgently strong. To address this issue, this…

分布式、并行与集群计算 · 计算机科学 2015-08-20 Hao Wu , Jun He , Bo Li , Yijian Pei

There has been significant research effort developing neural-network-based predictors of SQ in recent years. While a primary objective has been to develop non-intrusive, i.e.~reference-free, metrics to assess the performance of SE systems,…

声音 · 计算机科学 2025-08-05 George Close , Kris Hong , Thomas Hain , Stefan Goetze

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

Operating cloud service infrastructures requires high energy efficiency while ensuring a satisfactory service level. Motivated by data centers, we consider a workload routing and server speed control policy applicable to the system…

性能 · 计算机科学 2023-03-06 Seung Min Baik , Young Myoung Ko
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