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Improving MapReduce Performance in Heterogeneous Environments

by Matei Zaharia, Andy Konwinski, Anthony D. Joseph, Randy Katz, Ion Stoica , 2008
"... MapReduce is emerging as an important programming model for large-scale data-parallel applications such as web indexing, data mining, and scientific simulation. Hadoop is an open-source implementation of MapReduce enjoying wide adoption and is often used for short jobs where low response time is cri ..."
Abstract - Cited by 350 (19 self) - Add to MetaCart
assumptions do not always hold. An especially compelling setting where this occurs is a virtualized data center, such as Amazon’s Elastic Compute Cloud (EC2). We show that Hadoop’s scheduler can cause severe performance degradation in heterogeneous environments. We design a new scheduling algorithm, Longest

CloudCmp: Comparing Public Cloud Providers

by Ang Li, Xiaowei Yang, Srikanth Kandula, Ming Zhang
"... While many public cloud providers offer pay-as-you-go computing, their varying approaches to infrastructure, virtualization, and software services lead to a problem of plenty. To help customers pick a cloud that fits their needs, we develop CloudCmp, a systematic comparator of the performance and co ..."
Abstract - Cited by 175 (5 self) - Add to MetaCart
and cost of cloud providers. CloudCmp measures the elastic computing, persistent storage, and networking services offered by a cloud along metrics that directly reflect their impact on the performance of customer applications. CloudCmp strives to ensure fairness, representativeness, and compliance

Cloud PARTE: Elastic Complex Event Processing based on Mobile Actors

by Janwillem Swalens, Thierry Renaux, Lode Hoste, Stefan Marr, Wolfgang De Meuter
"... Traffic monitoring or crowd management systems produce large amounts of data in the form of events that need to be processed to detect relevant incidents. Rule-based pattern recognition is a promising approach for these applications, however, increasing amounts of data as well as large and complex r ..."
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Traffic monitoring or crowd management systems produce large amounts of data in the form of events that need to be processed to detect relevant incidents. Rule-based pattern recognition is a promising approach for these applications, however, increasing amounts of data as well as large and complex

Programming Model Support for Dependable, Elastic Cloud Applications

by Wei-chiu Chuang, Bo Sang, Charles Killian, Milind Kulkarni
"... An attractive approach to leveraging the ability of cloudcomputing platforms to provide resources on demand is to build elastic applications, which can scale up or down based on resource requirements. To ease the development of elastic applications, it is useful for programmers to write applications ..."
Abstract - Cited by 1 (1 self) - Add to MetaCart
An attractive approach to leveraging the ability of cloudcomputing platforms to provide resources on demand is to build elastic applications, which can scale up or down based on resource requirements. To ease the development of elastic applications, it is useful for programmers to write

Elastic scalable cloud computing using application-level migration

by Shigeru Imai, Thomas Chestna, Carlos A. Varela - in 5th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2012 , 2012
"... middleware framework to support autonomous workload elas-ticity and scalability based on application-level migration as a reconfiguration strategy. While other scalable frameworks (e.g., MapReduce or Google App Engine) force application developers to write programs following specific APIs, COS provi ..."
Abstract - Cited by 5 (2 self) - Add to MetaCart
middleware framework to support autonomous workload elas-ticity and scalability based on application-level migration as a reconfiguration strategy. While other scalable frameworks (e.g., MapReduce or Google App Engine) force application developers to write programs following specific APIs, COS

CloudScale: Elastic Resource Scaling for Multi-Tenant Cloud Systems

by Zhiming Shen, Sethuraman Subbiah, Xiaohui Gu, John Wilkes
"... Elastic resource scaling lets cloud systems meet application service level objectives (SLOs) with minimum resource provisioning costs. In this paper, we present CloudScale, a system that automates finegrained elastic resource scaling for multi-tenant cloud computing infrastructures. CloudScale emplo ..."
Abstract - Cited by 53 (6 self) - Add to MetaCart
Elastic resource scaling lets cloud systems meet application service level objectives (SLOs) with minimum resource provisioning costs. In this paper, we present CloudScale, a system that automates finegrained elastic resource scaling for multi-tenant cloud computing infrastructures. Cloud

Securing elastic applications on mobile devices for cloud computing

by Xinwen Zhang, Joshua Schiffman, Anugeetha Kunjithapatham, Sangoh Jeong - In Proc. of ACM Cloud Computing Security Workshop , 2009
"... Cloud computing provides elastic computing infrastructure and resources which enable resource-on-demand and pay-as-you-go utility computing models. We believe that new applications can leverage these models to achieve new features that are not available for legacy applications. In our project we aim ..."
Abstract - Cited by 29 (2 self) - Add to MetaCart
Cloud computing provides elastic computing infrastructure and resources which enable resource-on-demand and pay-as-you-go utility computing models. We believe that new applications can leverage these models to achieve new features that are not available for legacy applications. In our project we

Reflective Control for an Elastic Cloud Application: An Automated Experiment Workbench

by Azbayar Demberel, Jeff Chase, Shivnath Babu
"... This paper addresses “reflective ” control for applications that use server resources from a shared cloud infrastructure opportunistically. In this approach, an external reflective controller launches application functions based on knowledge of what resources are available from the cloud, their cost ..."
Abstract - Cited by 5 (1 self) - Add to MetaCart
This paper addresses “reflective ” control for applications that use server resources from a shared cloud infrastructure opportunistically. In this approach, an external reflective controller launches application functions based on knowledge of what resources are available from the cloud

PRESS: PRedictive Elastic ReSource Scaling for cloud systems

by Zhenhuan Gong, Xiaohui Gu
"... Abstract—Cloud systems require elastic resource allocation to minimize resource provisioning costs while meeting service level objectives (SLOs). In this paper, we present a novel PRedictive Elastic reSource Scaling (PRESS) scheme for cloud systems. PRESS unobtrusively extracts fine-grained dynamic ..."
Abstract - Cited by 62 (8 self) - Add to MetaCart
Abstract—Cloud systems require elastic resource allocation to minimize resource provisioning costs while meeting service level objectives (SLOs). In this paper, we present a novel PRedictive Elastic reSource Scaling (PRESS) scheme for cloud systems. PRESS unobtrusively extracts fine-grained dynamic

Managing and Monitoring Elastic Cloud Applications

by Demetris Trihinas , Chrystalla Sofokleous , Nicholas Loulloudes , Athanasios Foudoulis , George Pallis , Marios D Dikaiakos
"... Abstract. Next generation Cloud applications present elastic features and rapidly scale their comprised resources. Consequently, managing and monitoring Cloud applications is becoming a challenge. This paper showcases the functionality and novel features of: (i) c-Eclipse, a framework for describin ..."
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Abstract. Next generation Cloud applications present elastic features and rapidly scale their comprised resources. Consequently, managing and monitoring Cloud applications is becoming a challenge. This paper showcases the functionality and novel features of: (i) c-Eclipse, a framework
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