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The last decade has witnessed a tremendous growth of service computing, while efficient service recommendation methods are desired to recommend high-quality services to users. It is well known that collaborative filtering is one of the most…

Information Retrieval · Computer Science 2024-08-29 Lina Wang , Huan Yang , Yiran Shen , Chao Liu , Lianyong Qi , Xiuzhen Cheng , Feng Li

Dependable service-oriented computing relies on multiple Quality of Service (QoS) parameters that are essential to assess service optimality. However, real-world QoS data are extremely sparse, noisy, and shaped by hierarchical dependencies…

Machine Learning · Computer Science 2025-12-22 Suraj Kumar , Arvind Kumar , Soumi Chattopadhyay

With the increasing importance of distributed scientific workflows, there is a critical need to ensure Quality of Service (QoS) constraints, such as minimizing time or limiting execution to resource subsets. However, the unpredictable…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-02 Md Hasanur Rashid , Jesun Firoz , Nathan R. Tallent , Luanzheng Guo , Meng Tang , Dong Dai

Web service technology has gained more important role in developing distributed applications and systems on the Internet. Rapid growth of published Web services makes their discovery more and more difficult. There exist many web services…

Other Computer Science · Computer Science 2009-12-22 T. Rajendran , P. Balasubramanie

In service-oriented architectures, accurately predicting the Quality of Service (QoS) is crucial for maintaining reliability and enhancing user satisfaction. However, significant challenges remain due to existing methods always overlooking…

Artificial Intelligence · Computer Science 2024-10-28 Shengxiang Hu , Guobing Zou , Song Yang , Yanglan Gan , Bofeng Zhang , Yixin Chen

In mobile computing systems, users can access network services anywhere and anytime using mobile devices such as tablets and smart phones. These devices connect to the Internet via network or telecommunications operators. Users usually have…

Networking and Internet Architecture · Computer Science 2014-10-28 Karan Mitra , Arkady Zaslavsky , Christer Åhlund

As the homogenization of Web services becomes more and more common, the difficulty of service recommendation is gradually increasing. How to predict Quality of Service (QoS) more efficiently and accurately becomes an important challenge for…

Software Engineering · Computer Science 2025-01-07 Xia Chen , Yugen Du , Guoxing Tang , Yingwei Luo , Benchi Ma

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

Specifying QoS properties can limit the selection of some good web services that the user will have considered; this is because the algorithm used strictly ensures that there is a match between QoS properties of the consumer with that of…

Other Computer Science · Computer Science 2010-04-13 Agushaka J. O. , Lawal M. M. , Bagiwa , A. M. , Abdullahi B. F

With the emergence of large-scale data-intensive high-performance applications, new I/O challenges appear in the efficient management of petabytes of information in High-Performance Computing (HPC) environments. Data management environments…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-17 Neda Tavakoli , Yong Chen

With the rapid growth of cloud services driven by advancements in web service technology, selecting a high-quality service from a wide range of options has become a complex task. This study aims to address the challenges of data sparsity…

Information Retrieval · Computer Science 2024-01-09 Jeongwhan Choi , Duksan Ryu

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…

Software Engineering · Computer Science 2020-11-17 Wenyan Zhang , Ling Xu , Meng Yan , Ziliang Wang , Chunlei Fu

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…

Networking and Internet Architecture · Computer Science 2020-07-23 Wen-Jyi Hwang , Tsung-Ming Tai , Bo-Ting Pan , Tun-Yao Lou , Yun-Jie Jhang

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…

Neural and Evolutionary Computing · Computer Science 2014-06-13 Christian Napoli , Giuseppe Pappalardo , Emiliano Tramontana

HTTP Adaptive Streaming (HAS) techniques are now the dominant solution for video delivery in mobile networks. Over the past few years, several HAS algorithms have been introduced in order to improve user quality-of-experience (QoE) by…

Multimedia · Computer Science 2017-05-05 Theodoros Karagkioules , Dimitrios Tsilimantos , Cyril Concolato , Stefan Valentin

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

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-11 Kun Ma , Antoine Bagula , Olasupo Ajayi

This paper aims to propose the quality of experience (QoE) models based on the expectation and/or the perception of 5G users to evaluate for mean opinion score (MOS) for real-time or interactive services/applications with high reliability.…

Networking and Internet Architecture · Computer Science 2023-12-27 Therdpong Daengsi , Patsita Sirawongphatsara , Phisit Pornpongtechavanich

Quality-of-Service (QoS) prediction is a critical task in the service lifecycle, enabling precise and adaptive service recommendations by anticipating performance variations over time in response to evolving network uncertainties and user…

Machine Learning · Computer Science 2026-03-18 Suraj Kumar , Soumi Chattopadhyay , Chandranath Adak

We propose a quality of service (QoS) monitoring program for broadband access to measure the impact of proprietary network spaces. Our paper surveys other QoS policy initiatives, including those in the airline, and wireless and wireline…

Computers and Society · Computer Science 2007-05-23 Shawn O'Donnell , Hugh Carter Donahue , Josephine Ferrigno-Stack