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Models and Algorithms for High-Performance Data Management and Mining on Computational Grids and Clouds

CUZZOCREA, Alfredo Massimiliano
2014
  • journal article

Periodico
JOURNAL OF GRID COMPUTING
Abstract
High-performance data management and mining are well-known resource- and time-consuming activities that have attracted a great deal of interest from the research community. High-performance data manage- ment can be reasonably intended as a intermediate step of high-performance data mining activities over large- scale amounts of data , while still keeping unaltered the primary and self-contained focus of achieving effectiveness and efficiency in these task themselves. These topics are now of very-high interest, due to the emerging trends falling under the terms “ Big Data ” and “ Cloud Infrastructures ”. There exists a wide range of application scenarios where high-performance data management and mining play a critical role. Among these, we recall: prediction of natural disasters, anal- ysis of massive sensor and stream data, scientific computing and e-science, fraud detection, business intelligence, cloud intelligence, and so forth.
DOI
10.1007/s10723-014-9316-5
WOS
WOS:000344607900001
Archivio
http://hdl.handle.net/11368/2853866
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84940001193
Diritti
metadata only access
Soggetti
  • High-Performance Data...

Visualizzazioni
160
Data di acquisizione
Apr 19, 2024
Vedi dettagli
google-scholar
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