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Cloud service brokerage is an emerging technology that attempts to simplify the consumption and operation of hybrid clouds. Today's cloud brokers attempt to insulate consumers from the vagaries of multiple clouds. To achieve the insulation,…

分布式、并行与集群计算 · 计算机科学 2022-05-12 Sreekrishnan Venkateswaran , Santonu Sarkar

The dramatic development of cloud and edge computing allows for better Quality of Service (QoS) in many scenarios by deploying services on cloud and edge servers. Microservice technology is also adopted in these scenarios to decompose…

分布式、并行与集群计算 · 计算机科学 2022-12-23 Xiang He , Teng Wang , Lei Liu , Jianan Li , Zihang Su , Yingming Guo , Zhiying Tu , Hanchuan Xu , Zhongjie Wang

We present a mathematically rigorous Quality-of-Service (QoS) metric which relates the achievable quality of service metric (QoS) for a real-time analytics service to the server energy cost of offering the service. Using a new iso-QoS…

分布式、并行与集群计算 · 计算机科学 2015-01-15 Giorgis Georgakoudis , Charles J. Gillan , Ahmed Sayed , Ivor Spence , Richard Faloon , Dimitrios S. Nikolopoulos

Stochastic service network designs with uncertain demand represented by a set of scenarios can be modelled as a large-scale two-stage stochastic mixed-integer program (SMIP). The progressive hedging algorithm (PHA) is a decomposition method…

人工智能 · 计算机科学 2020-11-20 Xiaoping Jiang , Ruibin Bai , Dario Landa-Silva , Uwe Aickelin

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

Benchmark suites are significant for evaluating various aspects of Cloud services from a holistic view. However, there is still a gap between using benchmark suites and achieving holistic impression of the evaluated Cloud services. Most…

分布式、并行与集群计算 · 计算机科学 2017-08-07 Zheng Li , Liam O'Brien , Rainbow Cai , He Zhang

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

Fuzzy rough set theory is effective for processing datasets with complex attributes, supported by a solid mathematical foundation and closely linked to kernel methods in machine learning. Attribute reduction algorithms and classifiers based…

人工智能 · 计算机科学 2025-01-31 Shuyin Xia , Xiaoyu Lian , Binbin Sang , Guoyin Wang , Xinbo Gao

Cloud Computing means a place where we can store our valuable information of data and access the computing and networking services following the pay-as-you-go method without a physical environment. In the present day, cloud computing offers…

网络与互联网体系结构 · 计算机科学 2024-09-02 Rehnuma Tasnim , Afrin Akter Mim , Salman Hasan Mim , Md. Ismail Jabiullah

Cloud modelling languages (CMLs) are designed to assist customers in tackling the diversity of services in the cloud market. While many CMLs have been proposed in the literature, they lack practical support for automating the selection of…

分布式、并行与集群计算 · 计算机科学 2020-01-31 Abdessalam Elhabbash , Assylbek Jumagaliyev , Gordon S. Blair , Yehia Elkhatib

Fuzzy clustering has become a widely used data mining technique and plays an important role in grouping, traversing and selectively using data for user specified applications. The deterministic Fuzzy C-Means (FCM) algorithm may result in…

神经与进化计算 · 计算机科学 2018-10-23 Saptarshi Sengupta , Sanchita Basak , Richard Alan Peters

With the enhancements in the field of software-defined networking and virtualization technologies, novel networking paradigms such as network function virtualization (NFV) and the Internet of things (IoT) are rapidly gaining ground.…

网络与互联网体系结构 · 计算机科学 2019-04-01 Deval Bhamare , Mohammed Samaka , Aiman Erbad , Raj Jain , Lav Gupta

Nowadays, Recommender Systems have become a comprehensive system for helping and guiding users in a huge amount of data on the Internet. Collaborative Filtering offers to active users based on the rating of a set of users. One of the…

信息检索 · 计算机科学 2019-10-01 Mostafa Khalaji , Chitra Dadkhah

In this paper, a multi-user multi-server queuing system is studied in which each user is constrained to get service from a subset of servers. In the studied system, rate allocation in the sense of max-min fairness results in multi-level…

网络与互联网体系结构 · 计算机科学 2016-01-20 Jalal Khamse-Ashari , Ioannis Lambadaris , Yiqiang Zhao

Service-Oriented Applications (SOA) are being regarded as the main pragmatic solution for distributed environments. In such systems, however each service responds the user request independently, it is essential to compose them for…

软件工程 · 计算机科学 2012-10-15 Mahdi Bakhshi , Mohsen Hashemi

Current cloud services are moving away from monolithic designs and towards graphs of many loosely-coupled, single-concerned microservices. Microservices have several advantages, including speeding up development and deployment, allowing…

分布式、并行与集群计算 · 计算机科学 2019-11-07 Yanqi Zhang , Yu Gan , Christina Delimitrou

Autoscaling is a critical component for efficient resource utilization with satisfactory quality of service (QoS) in cloud computing. This paper investigates proactive autoscaling for widely-used scaling-per-query applications where scaling…

分布式、并行与集群计算 · 计算机科学 2022-04-20 Huajie Qian , Qingsong Wen , Liang Sun , Jing Gu , Qiulin Niu , Zhimin Tang

Feature selection is a vital technique in machine learning, as it can reduce computational complexity, improve model performance, and mitigate the risk of overfitting. However, the increasing complexity and dimensionality of datasets pose…

机器学习 · 计算机科学 2024-07-24 Yuepeng Chen , Weiping Ding , Hengrong Ju , Jiashuang Huang , Tao Yin

The variety of existing cloud services creates a challenge for service providers to enforce reasonable Software Level Agreements (SLA) stating the Quality of Service (QoS) and penalties in case QoS is not achieved. To avoid such penalties…

分布式、并行与集群计算 · 计算机科学 2015-02-20 Rajkumar Buyya , Rodrigo N. Calheiros , Jungmin Son , Amir Vahid Dastjerdi , Young Yoon

The use of cloud technology can offer significant savings for the deployment of services, provided that the service is able to make efficient use of the available virtual resources to meet service-level requirements. To avoid software…

分布式、并行与集群计算 · 计算机科学 2016-10-27 Einar Broch Johnsen , Ka I Pun , S. Lizeth Tapia Tarifa