A grid portal for solving geoscience problems using distributed knowledge discovery services

Gianluigi Folino; Agostino Forestiero; Giuseppe Papuzzo; Giandomenico Spezzano

doi:10.1016/j.future.2009.08.002

A grid portal for solving geoscience problems using distributed knowledge discovery services

Future Generation Computer Systems ◽

10.1016/j.future.2009.08.002 ◽

2010 ◽

Vol 26 (1) ◽

pp. 87-96 ◽

Cited By ~ 13

Author(s):

Gianluigi Folino ◽

Agostino Forestiero ◽

Giuseppe Papuzzo ◽

Giandomenico Spezzano

Keyword(s):

Knowledge Discovery ◽

Distributed Knowledge ◽

Grid Portal

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Designing Services for Distributed Knowledge Discovery

Service-Oriented Distributed Knowledge Discovery - Chapman & Hall/CRC Data Mining and Knowledge Discovery Series ◽

10.1201/b12990-4 ◽

2012 ◽

Cited By ~ 1

Keyword(s):

Knowledge Discovery ◽

Distributed Knowledge

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Using Grids for Distributed Knowledge Discovery

Mathematical Methods for Knowledge Discovery and Data Mining ◽

10.4018/978-1-59904-528-3.ch017 ◽

2011 ◽

pp. 284-298 ◽

Cited By ~ 3

Author(s):

Antonio Congiusta ◽

Domenico Talia ◽

Paolo Trunfio

Keyword(s):

Data Mining ◽

Knowledge Discovery ◽

High Performance ◽

Data Transfer ◽

Grid Services ◽

Distributed Knowledge ◽

Data Intensive ◽

Knowledge Grid ◽

Complex Knowledge ◽

High Level

Knowledge discovery is a compute and data intensive process that allows for finding patterns, trends, and models in large datasets. The Grid can be effectively exploited for deploying knowledge discovery applications because of the high-performance it can offer and its distributed infrastructure. For effective use of Grids in knowledge discovery, the development of middleware is critical to support data management, data transfer, data mining and knowledge representation. To such purpose, we designed the Knowledge Grid, a high-level environment providing for Grid-based knowledge discovery tools and services. Such services allow users to create and manage complex knowledge discovery applications, composed as workflows that integrate data sources and data mining tools provided as distributed Grid services. This chapter describes the Knowledge Grid architecture and describes how its components can be used to design and implement distributed knowledge discovery applications. Then, the chapter describes how the Knowledge Grid services can be made accessible using the Open Grid Services Architecture (OGSA) model.

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