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The stratosphere platform for big data analytics
We present Stratosphere, an open-source software stack for parallel data analysis.
Stratosphere brings together a unique set of features that allow the expressive, easy, and …
Stratosphere brings together a unique set of features that allow the expressive, easy, and …
Spark versus flink: Understanding performance in big data analytics frameworks
Big Data analytics has recently gained increasing popularity as a tool to process large
amounts of data on-demand. Spark and Flink are two Apache-hosted data analytics …
amounts of data on-demand. Spark and Flink are two Apache-hosted data analytics …
[HTML][HTML] Partition based clustering of large datasets using MapReduce framework: An analysis of recent themes and directions
Data clustering is one of the fundamental techniques in scientific analysis and data mining,
which describes a dataset according to similarities among its objects. Partition based …
which describes a dataset according to similarities among its objects. Partition based …
Performance comparison of OpenMP, MPI, and MapReduce in practical problems
SJ Kang, SY Lee, KM Lee - Advances in Multimedia, 2015 - Wiley Online Library
With problem size and complexity increasing, several parallel and distributed programming
models and frameworks have been developed to efficiently handle such problems. This …
models and frameworks have been developed to efficiently handle such problems. This …
Big data analytics on modern hardware architectures: A technology survey
M Saecker, V Markl - … : Second European Summer School, eBISS 2012 …, 2013 - Springer
Abstract Big Data Analytics has the goal to analyze massive datasets, which increasingly
occur in web-scale business intelligence problems. The common strategy to handle these …
occur in web-scale business intelligence problems. The common strategy to handle these …
XML2HBase: Storing and querying large collections of XML documents using a NoSQL database system
Many big data applications such as smart transportation, healthcare, and e-commerce need
to store and query large collections of small XML documents, which has become a …
to store and query large collections of small XML documents, which has become a …
Nephele streaming: stream processing under QoS constraints at scale
The ability to process large numbers of continuous data streams in a near-real-time fashion
has become a crucial prerequisite for many scientific and industrial use cases in recent …
has become a crucial prerequisite for many scientific and industrial use cases in recent …
Integrating open government data with stratosphere for more transparency
Governments are increasingly publishing their data to enable organizations and citizens to
browse and analyze the data. However, the heterogeneity of this Open Government Data …
browse and analyze the data. However, the heterogeneity of this Open Government Data …
AMADA: web data repositories in the amazon cloud
A Aranda-Andújar, F Bugiotti… - Proceedings of the 21st …, 2012 - dl.acm.org
We present AMADA, a platform for storing Web data (in particular, XML documents and RDF
graphs) based on the Amazon Web Services (AWS) cloud infrastructure. AMADA operates in …
graphs) based on the Amazon Web Services (AWS) cloud infrastructure. AMADA operates in …
Towards an integrated platform for big data analysis
The amount of data in the world is expanding rapidly. Every day, huge amounts of data are
created by scientific experiments, companies, and end users' activities. These large data …
created by scientific experiments, companies, and end users' activities. These large data …