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Given the continually increasing amount of commercial Cloud services in the market, evaluation of different services plays a significant role in cost-benefit analysis or decision making for choosing Cloud Computing. In particular, employing…

分布式、并行与集群计算 · 计算机科学 2013-02-11 Zheng Li , Liam O'Brien , He Zhang , Rainbow Cai

The precise estimation of resource usage is a complex and challenging issue due to the high variability and dimensionality of heterogeneous service types and dynamic workloads. Over the last few years, the prediction of resource usage and…

分布式、并行与集群计算 · 计算机科学 2023-02-07 Deepika Saxena , Jitendra Kumar , Ashutosh Kumar Singh , Stefan Schmid

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

With the advantages that cloud computing offers in terms of platform as a service, software as a service, and infrastructure as a service, data engineers and data scientists are able to leverage cloud computing for their ETL/ELT (extract,…

分布式、并行与集群计算 · 计算机科学 2022-09-01 Mohammad Rehman , Hairong Wang

Cloud computing has become increasingly popular. Many options of cloud deployments are available. Testing cloud performance would enable us to choose a cloud deployment based on the requirements. In this paper, we present an innovative…

性能 · 计算机科学 2015-09-03 Li Chen , Pooja Jain , Kingsum Chow , Emad Guirguis , Tony Wu

Qualifying and ranking threat degrees of vulnerabilities in cloud service are known to be full of challenges. Although there have been several efforts aiming to address this problem, most of them are too simple or cannot be applied into…

密码学与安全 · 计算机科学 2016-12-07 He Zhu

Multi-criteria decision support systems are used in various fields of human activities. In every alternative multi-criteria decision making problem can be represented by a set of properties or constraints. The properties can be qualitative…

软件工程 · 计算机科学 2011-05-03 Tuli Bakshi , Bijan Sarkar

Cloud computing is a revolutionary process that has impacted the manner of using networks. It allows a high level of flexibility as Virtual Machines (VMs) run elastically workloads on physical machines in data centers. The issue of placing…

网络与互联网体系结构 · 计算机科学 2018-02-20 Wissal Attaoui , Essaid Sabir

Enhancements in technology always follow Consumer requirements. Consumer requires best of service with least possible mismatch and on time. Numerous applications available today are based on Web Services and Cloud Computing. Recently, there…

分布式、并行与集群计算 · 计算机科学 2013-12-02 Debajyoti Mukhopadhyay , Falguni J. Chathly , Nagesh N. Jadhav

The problem of ranking is a multi-billion dollar problem. In this paper we present an overview of several production quality ranking systems. We show that due to conflicting goals of employing the most effective machine learning models and…

信息检索 · 计算机科学 2019-07-30 Murium Iqbal , Nishan Subedi , Kamelia Aryafar

With the proliferation of Internet-of-Things and continuous growth in the number of web services at the Internet-scale, the service recommendation is becoming a challenge nowadays. One of the prime aspects influencing the service…

信息检索 · 计算机科学 2021-03-17 Ranjana Roy Chowdhury , Soumi Chattopadhyay , Chandranath Adak

Algorithms, policies, and methodologies are necessary to achieve high user satisfaction and practical utilization in cloud computing by ensuring the efficient and fair allocation of every computing resource. Whenever a new job arrives in…

分布式、并行与集群计算 · 计算机科学 2015-03-12 Mohammed Radi

Cloud computing provides on-demand access to affordable hardware (multi-core CPUs, GPUs, disks, and networking equipment) and software (databases, application servers and data processing frameworks) platforms with features such as…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Khalid Alhamazani , Rajiv Ranjan , Prem Prakash Jayaraman , Karan Mitra , Chang Liu , Fethi Rabhi , Dimitrios Georgakopoulos , Lizhe Wang

Cloud providers offer a variety of execution platforms in form of bare-metal, VM, and containers. However, due to the pros and cons of each execution platform, choosing the appropriate platform for a specific cloud-based application has…

分布式、并行与集群计算 · 计算机科学 2020-06-04 Davood Ghatreh Samani , Chavit Denninnart , Josef Bacik , Mohsen Amini Salehi

As the use of cloud computing continues to rise, controlling cost becomes increasingly important. Yet there is evidence that 30\% - 45\% of cloud spend is wasted. Existing tools for cloud provisioning typically rely on highly trained human…

分布式、并行与集群计算 · 计算机科学 2017-09-20 Zhiguang Wang , Chul Gwon , Tim Oates , Adam Iezzi

Cloud computing enables the dynamic provisioning of server resources. To exploit this opportunity, a policy is needed for dynamically allocating (and deallocating) servers in response to the current load conditions. In this paper we…

分布式、并行与集群计算 · 计算机科学 2026-03-24 Niklas Carlsson , Derek Eager

In cloud event processing, data generated at the edge is processed in real-time by cloud resources. Both distributed stream processing (DSP) and Function-as-a-Service (FaaS) have been proposed to implement such event processing…

分布式、并行与集群计算 · 计算机科学 2022-08-15 Tobias Pfandzelter , Sören Henning , Trever Schirmer , Wilhelm Hasselbring , David Bermbach

A service provisioning system is examined, where a number of servers are used to offer different types of services to paying customers. A customer is charged for the execution of a stream of jobs; the number of jobs in the stream and the…

性能 · 计算机科学 2015-03-19 Michele Mazzucco , Isi Mitrani , Mike Fisher , Paul McKee

When deploying machine learning (ML) applications, the automated allocation of computing resources-commonly referred to as autoscaling-is crucial for maintaining a consistent inference time under fluctuating workloads. The objective is to…

分布式、并行与集群计算 · 计算机科学 2024-02-27 Christian Schroeder , Rene Boehm , Alexander Lampe

Edge devices have limited resources, which inevitably leads to situations where stream processing services cannot satisfy their needs. While existing autoscaling mechanisms focus entirely on resource scaling, Edge devices require…

分布式、并行与集群计算 · 计算机科学 2026-03-30 Boris Sedlak , Philipp Raith , Andrea Morichetta , Víctor Casamayor Pujol , Schahram Dustdar