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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…

Machine Learning · Computer Science 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…

Machine Learning · Computer Science 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'…

Machine Learning · Computer Science 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…

Machine Learning · Computer Science 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…

Machine Learning · Computer Science 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…

Software Engineering · Computer Science 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.…

Artificial Intelligence · Computer Science 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…

Machine Learning · Computer Science 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…

Machine Learning · Computer Science 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…

Networking and Internet Architecture · Computer Science 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…

Machine Learning · Computer Science 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…

Computation and Language · Computer Science 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…

Other Computer Science · Computer Science 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…

Information Retrieval · Computer Science 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…

Machine Learning · Computer Science 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…

Machine Learning · Computer Science 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…

Distributed, Parallel, and Cluster Computing · Computer Science 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,…

Sound · Computer Science 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…

Computers and Society · Computer Science 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…

Performance · Computer Science 2023-03-06 Seung Min Baik , Young Myoung Ko
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