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Clouds gather a vast volume of telemetry from their networked systems which contain valuable information that can help solve many of the problems that continue to plague them. However, it is hard to extract useful information from such raw…

网络与互联网体系结构 · 计算机科学 2020-04-28 Behnaz Arzani , Bita Rouhani

Day after day, the number of mobile applications deployed on cloud computing continues in increasing because o f smartphone capabilities improvement. Cloud computing has already succeeded in the web based application, for that reason, the…

软件工程 · 计算机科学 2021-04-05 Asmae Benali , Bouchra El Asri

Cloud computing has recently emerged as a major trend in distributed computing. We proposed a platform for selecting and configuring automatically an appropriate cloud environment that meets a set of consumer and provider requirements. It…

软件工程 · 计算机科学 2021-04-05 Asmae Benali , Bouchra El Asri

We are witnessing an increasing trend towardsusing Machine Learning (ML) based prediction systems, span-ning across different application domains, including productrecommendation systems, personal assistant devices, facialrecognition, etc.…

分布式、并行与集群计算 · 计算机科学 2020-08-24 Jashwant Raj Gunasekaran , Prashanth Thinakaran , Cyan Subhra Mishra , Mahmut Taylan Kandemir , Chita R. Das

Various research domains use machine learning approaches because they can solve complex tasks by learning from data. Deploying machine learning models, however, is not trivial and developers have to implement complete solutions which are…

机器学习 · 计算机科学 2022-11-29 Oliver Neumann , Marcel Schilling , Markus Reischl , Ralf Mikut

Nowadays, an important topic that is considered a lot is how to integrate Machine Learning(ML) to cloud resources management. In this study, our goal is to explore the most important cloud resources management issues that have been combined…

机器学习 · 计算机科学 2021-01-29 V. N. Tsakalidou , P. Mitsou , G. A. Papakostas

Operationalizing machine learning based security detections is extremely challenging, especially in a continuously evolving cloud environment. Conventional anomaly detection does not produce satisfactory results for analysts that are…

密码学与安全 · 计算机科学 2017-09-22 Ram Shankar Siva Kumar , Andrew Wicker , Matt Swann

Conventionally, the resource allocation is formulated as an optimization problem and solved online with instantaneous scenario information. Since most resource allocation problems are not convex, the optimal solutions are very difficult to…

机器学习 · 计算机科学 2017-12-20 Jun-Bo Wang , Junyuan Wang , Yongpeng Wu , Jin-Yuan Wang , Huiling Zhu , Min Lin , Jiangzhou Wang

In recent years, cloud computing has been widely used. Cloud computing refers to the centralized computing resources, users through the access to the centralized resources to complete the calculation, the cloud computing center will return…

分布式、并行与集群计算 · 计算机科学 2024-02-28 Yifan Zhang , Bo Liu , Yulu Gong , Jiaxin Huang , Jingyu Xu , Weixiang Wan

Workloads in modern cloud data centers are becoming increasingly complex. The number of workloads running in cloud data centers has been growing exponentially for the last few years, and cloud service providers (CSP) have been supporting…

分布式、并行与集群计算 · 计算机科学 2022-11-30 Mohammad Hossain , Derssie Mebratu , Niranjan Hasabnis , Jun Jin , Gaurav Chaudhary , Noah Shen

Programs to solve so-called constraint problems are complex pieces of software which require many design decisions to be made more or less arbitrarily by the implementer. These decisions affect the performance of the finished solver…

人工智能 · 计算机科学 2010-05-20 Lars Kotthoff , Ian Gent , Ian Miguel

Cloud computing has rapidly emerged as model for delivering Internet-based utility computing services. In cloud computing, Infrastructure as a Service (IaaS) is one of the most important and rapidly growing fields. Cloud providers provide…

分布式、并行与集群计算 · 计算机科学 2021-05-12 Tahseen Khan , Wenhong Tian , Rajkumar Buyya

We propose cloud oracles, an alternative to machine learning for online optimization of cloud configurations. Our cloud oracle approach guarantees complete accuracy and explainability of decisions for problems that can be formulated as…

数据库 · 计算机科学 2023-12-27 Tiemo Bang , Conor Power , Siavash Ameli , Natacha Crooks , Joseph M. Hellerstein

The compass of Cloud infrastructure services advances steadily leaving users in the agony of choice. To be able to select the best mix of service offering from an abundance of possibilities, users must consider complex dependencies and…

分布式、并行与集群计算 · 计算机科学 2016-11-18 Miranda Zhang , Rajiv Ranjan , Armin Haller , Dimitrios Georgakopoulos , Peter Strazdins

Cloud computing promises a radical shift in the provisioning of computing resource within the enterprise. This paper describes the challenges that decision makers face when assessing the feasibility of the adoption of cloud computing in…

分布式、并行与集群计算 · 计算机科学 2010-08-12 Ali Khajeh-Hosseini , David Greenwood , James W. Smith , Ian Sommerville

Automatic resource scaling is one advantage of Cloud systems. Cloud systems are able to scale the number of physical machines depending on user requests. Therefore, accurate request prediction brings a great improvement in Cloud systems'…

分布式、并行与集群计算 · 计算机科学 2015-07-10 Min Sang Yoon , Ahmed E. Kamal , Zhengyuan Zhu

Cloud workloads today are typically managed in a distributed environment and processed across geographically distributed data centers. Cloud service providers have been distributing data centers globally to reduce operating costs while also…

分布式、并行与集群计算 · 计算机科学 2022-05-18 Ninad Hogade , Sudeep Pasricha

Cloud computing is gaining significant attention, however, security is the biggest hurdle in its wide acceptance. Users of cloud services are under constant fear of data loss, security threats and availability issues. Recently,…

机器学习 · 计算机科学 2018-10-24 Deval Bhamare , Tara Salman , Mohammed Samaka , Aiman Erbad , Raj Jain

Cloud resource allocation has emerged as a major challenge in modern computing environments, with organizations struggling to manage complex, dynamic workloads while optimizing performance and cost efficiency. Traditional heuristic…

分布式、并行与集群计算 · 计算机科学 2025-11-18 Deep Bodra , Sushil Khairnar

Big data dictate their requirements to the hardware and software. Simple migration to the cloud data processing, while solving the problem of increasing computational capabilities, however creates some issues: the need to ensure the safety,…

分布式、并行与集群计算 · 计算机科学 2015-07-03 E. Nikulchev , E. Pluzhnik , D. Biryukov , O. Lukyanchikov , S. Payain
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