Due to the explosive growth in the size of scientific data sets, data-intensive computing is an emerging trend in computational science. Many application scientists are looking to integrate data-intensive computing into computational-intensive High Performance Computing facilities, particularly for data analytics. We have observed several scientific applications which must migrate their data from an HPC storage system to a data-intensive one. There is a gap between the data semantics of HPC storage and data-intensive system, hence, once migrated, the data must be further refined and reorganized. This reorganization requires at least two complete scans through the data set and then at least one MapReduce program to prepare the data before an...
Big data has entered every corner of the fields of science and engineering and becomes a part of hum...
Parallel programming languages have sought out many dif-ferent means by which many numbers of cores ...
Scientific research has always been intertwined to a certain degree with Computing. Even more so ove...
Due to the explosive growth in the size of scientific data sets, data-intensive computing is an emer...
Current High Performance Computing (HPC) applications have seen an explosive growth in the size of d...
Current High Performance Computing (HPC) applications have seen an explosive growth in the size of d...
MapReduce is a programming model and an associated implementation for processing and generating larg...
MapReduce is increasingly becoming a popular framework, and a potent programming model. The most pop...
Large quantities of data have been generated from multiple sources at exponential rates in the last ...
Due to the explosive growth in the size of scientific data sets, data-intensive computing is an emer...
In the past decade, Big Data analysis has become a central part of many industries including enterta...
Abstract—MapReduce is increasingly becoming a popular framework, and a potent programming model. The...
As the data growth rate outpace that of the processing capabilities of CPUs, reaching Petascale, tec...
MapReduce is a data processing approach, where a single machine acts as a master, assigning map/redu...
Abstract—MapReduce has emerged as a popular and easy-to-use programming model for numerous organizat...
Big data has entered every corner of the fields of science and engineering and becomes a part of hum...
Parallel programming languages have sought out many dif-ferent means by which many numbers of cores ...
Scientific research has always been intertwined to a certain degree with Computing. Even more so ove...
Due to the explosive growth in the size of scientific data sets, data-intensive computing is an emer...
Current High Performance Computing (HPC) applications have seen an explosive growth in the size of d...
Current High Performance Computing (HPC) applications have seen an explosive growth in the size of d...
MapReduce is a programming model and an associated implementation for processing and generating larg...
MapReduce is increasingly becoming a popular framework, and a potent programming model. The most pop...
Large quantities of data have been generated from multiple sources at exponential rates in the last ...
Due to the explosive growth in the size of scientific data sets, data-intensive computing is an emer...
In the past decade, Big Data analysis has become a central part of many industries including enterta...
Abstract—MapReduce is increasingly becoming a popular framework, and a potent programming model. The...
As the data growth rate outpace that of the processing capabilities of CPUs, reaching Petascale, tec...
MapReduce is a data processing approach, where a single machine acts as a master, assigning map/redu...
Abstract—MapReduce has emerged as a popular and easy-to-use programming model for numerous organizat...
Big data has entered every corner of the fields of science and engineering and becomes a part of hum...
Parallel programming languages have sought out many dif-ferent means by which many numbers of cores ...
Scientific research has always been intertwined to a certain degree with Computing. Even more so ove...