Add to ORKGMapReduce is a parallel programming model used by Cloud service providers for data mining. To be able to enhance existing and to develop new MapReduce sys- tems, we need to evaluate the performance of these systems. To this end we intro- duce in this work the Cloud Workloads Archive Toolbox. This toolbox facilitates the analysis of MapReduce workload traces, generation of realistic synthetic work- loads, and the evaluation of MapReduce systems in simulation. We present an overview and analysis of real world MapReduce workload traces, we propose a model for MapReduce workloads, we describe the development of the toolbox, and we present an experiment in which we use our toolbox to evaluate two MapReduce schedulers.Computer ScienceSoftware Tec...
In this paper we present a MapReduce task scheduler for shared environments in which MapReduce is ex...
Abstract—This paper presents a new MapReduce cloud service model, Cura, for provisioning cost-effect...
Workload modeling enables performance analysis and simulation of cloud resource management policies,...
MapReduce is a parallel programming model used by Cloud service providers for data mining. To be abl...
In recent years there has been an extraordinary growth of large-scale data processing and related te...
In the recent years, large-scale data analysis has become critical to the success of modern enterpri...
Several companies are increasingly using MapReduce for efficient large scale data processing such as...
Big Data analytics is increasingly performed using the MapReduce paradigm and its open-source implem...
MapReduce is a programming paradigm for parallel processing that is increasingly being used for data...
In the last years, Cloud Computing has become a key technology that made possible to run application...
Big Data analytics is increasingly performed using the MapReduce paradigm and its open-source implem...
<p>The computer industry is being challenged to develop methods and techniques for affordable data p...
The application of MapReduce cloud computing simulators for research and development is becoming pop...
The proliferation of big-data processing platforms has already led to radically different system des...
Big Data such as Terabyte and Petabyte datasets are rapidly becoming the new norm for various organi...
In this paper we present a MapReduce task scheduler for shared environments in which MapReduce is ex...
Abstract—This paper presents a new MapReduce cloud service model, Cura, for provisioning cost-effect...
Workload modeling enables performance analysis and simulation of cloud resource management policies,...
MapReduce is a parallel programming model used by Cloud service providers for data mining. To be abl...
In recent years there has been an extraordinary growth of large-scale data processing and related te...
In the recent years, large-scale data analysis has become critical to the success of modern enterpri...
Several companies are increasingly using MapReduce for efficient large scale data processing such as...
Big Data analytics is increasingly performed using the MapReduce paradigm and its open-source implem...
MapReduce is a programming paradigm for parallel processing that is increasingly being used for data...
In the last years, Cloud Computing has become a key technology that made possible to run application...
Big Data analytics is increasingly performed using the MapReduce paradigm and its open-source implem...
<p>The computer industry is being challenged to develop methods and techniques for affordable data p...
The application of MapReduce cloud computing simulators for research and development is becoming pop...
The proliferation of big-data processing platforms has already led to radically different system des...
Big Data such as Terabyte and Petabyte datasets are rapidly becoming the new norm for various organi...
In this paper we present a MapReduce task scheduler for shared environments in which MapReduce is ex...
Abstract—This paper presents a new MapReduce cloud service model, Cura, for provisioning cost-effect...
Workload modeling enables performance analysis and simulation of cloud resource management policies,...