Add to ORKGApplying high level parallel runtimes to data/compute intensive applications is becoming increasingly common. The simplicity of the MapReduce programming model and the availability of open source MapReduce runtimes such as Hadoop, attract more users around MapReduce programming model. Recently, Microsoft has released DryadLINQ for academic use, allowing users to experience a new programming model and a runtime that is capable of performing large scale data/compute intensive analyses. In this paper, we present our experience in applying DryadLINQ for a series of scientific data analysis applications, identify their mapping to the DryadLINQ programming model, and compare their performances with Hadoop implementations of the same applications....
Аlthough they have existed for several years big data have not previously been of great value, becau...
<p>The computer industry is being challenged to develop methods and techniques for affordable data p...
Data intensive computing holds the promise of major scientific breakthroughs and discoveries from th...
Abstract — Applying high level parallel runtimes to data/compute intensive applications is becoming ...
In the last decade, our ability to store data has grown at a greater rate than our ability to proces...
In this work we present an scientific application that has been given a Hadoop MapReduce implementat...
As the data growth rate outpace that of the processing capabilities of CPUs, reaching Petascale, tec...
Abstract—A rapid growth of data in recent time, Industries and academia required an intelligent data...
In the last two decades, the continuous increase of computational power has produced an overwhelming...
Many programming models and frameworks have been introduced to abstract away the management details ...
The necessity for effective algorithms for data processing in parallel databases has grown critical ...
AbstractWith the development of computer technology, there is a tremendous increase in the growth of...
The demand to access to a large volume of data, distributed across hundreds or thousands of machines...
Data is growing at every moment which makes it almost impossible to process all of it. More than a d...
MapReduce-based systems have been widely used for large-scale data analysis. Although these systems ...
Аlthough they have existed for several years big data have not previously been of great value, becau...
<p>The computer industry is being challenged to develop methods and techniques for affordable data p...
Data intensive computing holds the promise of major scientific breakthroughs and discoveries from th...
Abstract — Applying high level parallel runtimes to data/compute intensive applications is becoming ...
In the last decade, our ability to store data has grown at a greater rate than our ability to proces...
In this work we present an scientific application that has been given a Hadoop MapReduce implementat...
As the data growth rate outpace that of the processing capabilities of CPUs, reaching Petascale, tec...
Abstract—A rapid growth of data in recent time, Industries and academia required an intelligent data...
In the last two decades, the continuous increase of computational power has produced an overwhelming...
Many programming models and frameworks have been introduced to abstract away the management details ...
The necessity for effective algorithms for data processing in parallel databases has grown critical ...
AbstractWith the development of computer technology, there is a tremendous increase in the growth of...
The demand to access to a large volume of data, distributed across hundreds or thousands of machines...
Data is growing at every moment which makes it almost impossible to process all of it. More than a d...
MapReduce-based systems have been widely used for large-scale data analysis. Although these systems ...
Аlthough they have existed for several years big data have not previously been of great value, becau...
<p>The computer industry is being challenged to develop methods and techniques for affordable data p...
Data intensive computing holds the promise of major scientific breakthroughs and discoveries from th...