Big Data applications represent an emerging field, which have proved to be crucial in business intelligence and inmassive data management. Big Data promises to be the next big thing in the development of strategical computer applications, even if it requires considerable investment and an accurate resource planning, as the architectures needed to perform at the requisite speed need to scale easily on to a large number of computing nodes. Appropriate management of such architectures benefits from the availability of performance models, to allow developers and administrators to take informed decisions, saving time and experimental work. This paper presents a dedicated modeling language showing firstly how it is possible to ease the modeling process and secondly how the semantic gap between modeling logic and the domain can be reduced.

Barbierato, E., Gribaudo, M., Iacono, M., A Performance Modeling Language For Big Data Architectures, in Proceedings, 27th European Conference on Modelling and Simulation, ECMS 2013, (Ålesund, Norway, 27-30 May 2013), Webjørn Rekdalsbakken, Robin T. Bye, Houxiang Zhang, Ålesund 2013: 511-517. [10.7148/2013-0511] [http://hdl.handle.net/10807/155329]

A Performance Modeling Language For Big Data Architectures

Barbierato, Enrico;
2013

Abstract

Big Data applications represent an emerging field, which have proved to be crucial in business intelligence and inmassive data management. Big Data promises to be the next big thing in the development of strategical computer applications, even if it requires considerable investment and an accurate resource planning, as the architectures needed to perform at the requisite speed need to scale easily on to a large number of computing nodes. Appropriate management of such architectures benefits from the availability of performance models, to allow developers and administrators to take informed decisions, saving time and experimental work. This paper presents a dedicated modeling language showing firstly how it is possible to ease the modeling process and secondly how the semantic gap between modeling logic and the domain can be reduced.
2013
Inglese
Proceedings, 27th European Conference on Modelling and Simulation, ECMS 2013
27th EUROPEAN CONFERENCE ON MODELLING AND SIMULATION
Ålesund, Norway
27-mag-2013
30-mag-2013
0956494463
Webjørn Rekdalsbakken, Robin T. Bye, Houxiang Zhang
Barbierato, E., Gribaudo, M., Iacono, M., A Performance Modeling Language For Big Data Architectures, in Proceedings, 27th European Conference on Modelling and Simulation, ECMS 2013, (Ålesund, Norway, 27-30 May 2013), Webjørn Rekdalsbakken, Robin T. Bye, Houxiang Zhang, Ålesund 2013: 511-517. [10.7148/2013-0511] [http://hdl.handle.net/10807/155329]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/155329
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